{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cb3f8c71",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 记录者：李许娣 </font>\n",
    "\n",
    "<font color=gray size=4> week08:数据实践-liepin-03 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "086bddcf",
   "metadata": {},
   "source": [
    "## 实践  猎聘网站\n",
    "* 实现基本数据获取\n",
    "* 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f5eba424",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'{\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterName\":\"唐女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"jobId\":\"48905275\"}'}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2246626189%22%7D', 'job': {'labels': [], 'jobKind': '2', 'refreshTime': '20220215115047', 'title': 'Product Manager', 'salary': '8-16k·13薪', 'dq': '广州-天河区', 'topJob': False, 'advViewFlag': False, 'jobId': '46626189', 'link': 'https://www.liepin.com/job/1946626189.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterId': 'ffb961ad0561780d685123d92072146b', 'recruiterName': '赖先生', 'recruiterTitle': '人力资源总监', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg', 'imId': '81d856a45c0e72274ebbef01db417cf0', 'imUserType': '2', 'chatted': False}, 'comp': {'compScale': '50-99人', 'compId': 12912133, 'compStage': '融资未公开', 'compLogo': '612f1b02303e5d0d667cd9bb06u.png', 'compName': '贝兰格投资咨询(广州)有限公司', 'compIndustry': '咨询服务', 'link': 'https://www.liepin.com/company/12912133/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ffb961ad0561780d685123d92072146b\",\"recruiterName\":\"赖先生\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\",\"imId\":\"81d856a45c0e72274ebbef01db417cf0\",\"imUserType\":\"2\",\"jobId\":\"46626189\"}'}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2225415919%22%7D', 'job': {'labels': ['增长产品'], 'jobKind': '2', 'refreshTime': '20210615114605', 'title': '活动PM', 'salary': '薪资面议', 'dq': '广州', 'topJob': False, 'advViewFlag': False, 'jobId': '25415919', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'chatted': False}, 'comp': {'compScale': '2000-5000人', 'compId': 6629285, 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compName': '恩梯梯数据(中国)', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"25415919\"}'}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2231935443%22%7D', 'job': {'labels': ['数据分析'], 'jobKind': '2', 'refreshTime': '20200921191755', 'title': '游戏PM', 'salary': '15-30k·13薪', 'dq': '广州-海珠区', 'topJob': False, 'advViewFlag': False, 'jobId': '31935443', 'link': 'https://www.liepin.com/job/1931935443.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterId': '2b6b0643bf65c612313162312f0bffed', 'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg', 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'chatted': False}, 'comp': {'compScale': '1000-2000人', 'compId': 8307104, 'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'compName': '英雄互娱科技股份有限公司', 'compIndustry': '游戏', 'link': 'https://www.liepin.com/company/8307104/'}, 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"recruiterName\":\"邱女士\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"jobId\":\"31935443\"}'}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2245263747%22%7D', 'job': {'labels': ['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究'], 'jobKind': '1', 'refreshTime': '20230414171831', 'title': '产品经理', 'salary': '20-30k', 'dq': '广州', 'topJob': False, 'advViewFlag': False, 'jobId': '45263747', 'link': 'https://www.liepin.com/a/45263747.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterId': '8fc7562cc0d10f9479c452c56622eaa4', 'recruiterName': '蔡先生', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '5f8fa3a78dbe6273dcf85e2608u.png', 'imId': '3a5b505a337c783db090656a5246961f', 'imUserType': '2', 'chatted': False}, 'comp': {'compScale': '100-499人', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'compIndustry': 'IT服务', 'link': ''}, 'dataParams': '{\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"recruiterName\":\"蔡先生\",\"recruiterPhoto\":\"5f8fa3a78dbe6273dcf85e2608u.png\",\"imId\":\"3a5b505a337c783db090656a5246961f\",\"imUserType\":\"2\",\"jobId\":\"45263747\"}'}], 'compList': []}, 'pagination': {'currentPage': 0, 'pageSize': 40, 'totalPage': 10, 'totalCounts': 802, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a13e32c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a91e1272",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"c8d145acb0a3162c59941...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230415094344</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7f4e7e8ef7261892f9139...</td>\n",
       "      <td>[财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>5e5d95960f37ddf6882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>5bfe97f674719df0ac99562403a.png</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"fcbe20e241c3fb89f50e0...</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230415110401</td>\n",
       "      <td>高级跨境产品经理（Yep品牌）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>6e308ed6b5145fdb78f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7891491.0</td>\n",
       "      <td>62fc68011daaa21b59c94d3305u.png</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/7891491/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"1ddf52f28236620a73d52...</td>\n",
       "      <td>[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230414151957</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>8595d9ba8d1a1a2d801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"871518775391643a04bdf...</td>\n",
       "      <td>[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412172946</td>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf7266282...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412111136</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412190939</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230412101855</td>\n",
       "      <td>产品销售经理-广州</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>985c18edc2b4008b04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某上海大型医疗器械公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230415113405</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"09129a3bc6f13614e4e32...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230301100715</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ef271aa98fbd8615613a615479ad0f1e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12773635.0</td>\n",
       "      <td>60b831ef7cc07936e59f518306u.png</td>\n",
       "      <td>索恩照明(广州)有限公司</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>https://www.liepin.com/company/12773635/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"4df980208f61abaa845b1...</td>\n",
       "      <td>[软件开发]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230324111137</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>6576d39ac3d6a469337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230413103006</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>2</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230414104936</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"a3c89b1765f955f21481c...</td>\n",
       "      <td>[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230324093022</td>\n",
       "      <td>PM</td>\n",
       "      <td>17-30k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>96080c821aff5629f19be04c8fd8e210</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>8598051.0</td>\n",
       "      <td>59029b747032a701b89b8b7a04a.jpg</td>\n",
       "      <td>上海华钦信息科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/8598051/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...</td>\n",
       "      <td>2</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"7829c0aa95f568cada116...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230208175714</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230412154954</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>2</td>\n",
       "      <td>20230411104123</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413101755</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"ffb961ad0561780d68512...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>2</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c45...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>1</td>\n",
       "      <td>20230414171831</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
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       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"userId\":\"c8d145acb0a3162c59941...   \n",
       "1   {\"jobKind\":\"2\",\"userId\":\"7f4e7e8ef7261892f9139...   \n",
       "2   {\"jobKind\":\"2\",\"userId\":\"fcbe20e241c3fb89f50e0...   \n",
       "3   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
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       "6   {\"jobKind\":\"1\",\"userId\":\"1ddf52f28236620a73d52...   \n",
       "7   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       "8   {\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...   \n",
       "9   {\"jobKind\":\"2\",\"userId\":\"871518775391643a04bdf...   \n",
       "10  {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       "11  {\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf7266282...   \n",
       "12  {\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...   \n",
       "13  {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...   \n",
       "14  {\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c...   \n",
       "15  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       "16  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       "17  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       "18  {\"jobKind\":\"2\",\"userId\":\"09129a3bc6f13614e4e32...   \n",
       "19  {\"jobKind\":\"1\",\"userId\":\"4df980208f61abaa845b1...   \n",
       "20  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       "21  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...   \n",
       "22  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       "23  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       "24  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       "25  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       "26  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       "27  {\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...   \n",
       "28  {\"jobKind\":\"2\",\"userId\":\"a3c89b1765f955f21481c...   \n",
       "29  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       "30  {\"jobKind\":\"1\",\"userId\":\"7829c0aa95f568cada116...   \n",
       "31  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       "32  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       "33  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       "34  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       "35  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"ffb961ad0561780d68512...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       "38  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       "39  {\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c45...   \n",
       "\n",
       "                                           job.labels job.jobKind  \\\n",
       "0                                       [供应链产品, 数据分析]           2   \n",
       "1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]           2   \n",
       "2                                  [广告产品, 广告行业, 团队管理]           2   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...           2   \n",
       "5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...           2   \n",
       "6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...           1   \n",
       "7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2   \n",
       "8                                                  []           2   \n",
       "9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]           2   \n",
       "10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2   \n",
       "11                                           [web端产品]           1   \n",
       "12                                  [to C, 电子商务, 消费品]           2   \n",
       "13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2   \n",
       "14                                                 []           1   \n",
       "15                                             [to C]           1   \n",
       "16                                                 []           2   \n",
       "17                                             [泌尿外科]           2   \n",
       "18                                                 []           2   \n",
       "19                                             [软件开发]           1   \n",
       "20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2   \n",
       "21                                   [化妆品, 消费品, 产品开发]           1   \n",
       "22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2   \n",
       "23                                                 []           2   \n",
       "24                                                 []           2   \n",
       "25                                 [商品管理, 产品企划, 商品运营]           2   \n",
       "26                                                 []           2   \n",
       "27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2   \n",
       "28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]           2   \n",
       "29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...           2   \n",
       "30                                                 []           1   \n",
       "31                                             [品牌策划]           2   \n",
       "32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2   \n",
       "33                                                 []           2   \n",
       "34                                 [市场营销, 产品管理, 产品开发]           1   \n",
       "35                                [产品优化, 二次元在研, 项目管理]           2   \n",
       "36                                                 []           2   \n",
       "37                                             [增长产品]           2   \n",
       "38                                             [数据分析]           2   \n",
       "39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1   \n",
       "\n",
       "   job.refreshTime                                     job.title  job.salary  \\\n",
       "0   20230415094344                                        产品经理助理    5-7k·13薪   \n",
       "1   20230412110555                                        IT产品经理      20-26k   \n",
       "2   20230415110401                               高级跨境产品经理（Yep品牌）      25-35k   \n",
       "3   20230414103329                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       "4   20230228112317                                  自动驾驶产品经理（PM）      25-35k   \n",
       "5   20230228112317                                自动驾驶工具产品经理（PM）      25-35k   \n",
       "6   20230414151957                          产品经理/Product Manager      20-30k   \n",
       "7   20230410215438                           产品经理Product Manager      20-25k   \n",
       "8   20230303234707            Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       "9   20230412172946                                   产品经理-电信信息化部   8-12k·13薪   \n",
       "10  20230414103329                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       "11  20230306145244                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       "12  20230412111136                                      eWMS产品经理  20-40k·14薪   \n",
       "13  20230412190939                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       "14  20230412101855                                     产品销售经理-广州  20-40k·16薪   \n",
       "15  20230413114524                          eWMS Product Manager  20-40k·15薪   \n",
       "16  20230415113405                    Automation Product Manager  20-40k·13薪   \n",
       "17  20230321153342                                        医药产品经理  25-30k·14薪   \n",
       "18  20230301100715                                        助理产品经理  15-25k·13薪   \n",
       "19  20230324111137                                          产品经理  25-35k·14薪   \n",
       "20  20230413103006                                          产品经理  18-40k·14薪   \n",
       "21  20230411142619  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       "22  20230221094711                                 产品经理（企业数字化转型）       6-10k   \n",
       "23  20220319162445                                  产品经理（工业消洗产品）      12-30k   \n",
       "24  20210913204744                                        数码产品经理        薪资面议   \n",
       "25  20221116184947                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       "26  20230206112123                             产品经理-产品企划(J13606)      15-25k   \n",
       "27  20230414104936                          eWMS Product Manager        薪资面议   \n",
       "28  20230324093022                                            PM  17-30k·13薪   \n",
       "29  20230329180701                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       "30  20230208175714                               Product Manager  30-40k·13薪   \n",
       "31  20230412154954                                        产品策划经理      15-25k   \n",
       "32  20230411104123                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       "33  20200728103437                                        数字营销PM        薪资面议   \n",
       "34  20230413101755                              Product Manager       25-30k   \n",
       "35  20220928174530                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       "36  20220215115047                               Product Manager   8-16k·13薪   \n",
       "37  20210615114605                                          活动PM        薪资面议   \n",
       "38  20200921191755                                          游戏PM  15-30k·13薪   \n",
       "39  20230414171831                                          产品经理      20-30k   \n",
       "\n",
       "    job.dq  job.topJob  job.advViewFlag  ...  \\\n",
       "0   广州-番禺区        True             True  ...   \n",
       "1   广州-越秀区        True             True  ...   \n",
       "2       广州        True             True  ...   \n",
       "3   广州-天河区       False            False  ...   \n",
       "4   广州-海珠区       False            False  ...   \n",
       "5   广州-海珠区       False            False  ...   \n",
       "6       广州       False            False  ...   \n",
       "7   广州-番禺区       False            False  ...   \n",
       "8   广州-越秀区       False            False  ...   \n",
       "9   广州-天河区       False            False  ...   \n",
       "10  广州-天河区       False            False  ...   \n",
       "11  广州-白云区       False            False  ...   \n",
       "12  广州-天河区       False            False  ...   \n",
       "13      广州       False            False  ...   \n",
       "14      广州       False            False  ...   \n",
       "15      广州       False            False  ...   \n",
       "16  广州-天河区       False            False  ...   \n",
       "17  广州-越秀区       False            False  ...   \n",
       "18  广州-黄埔区       False            False  ...   \n",
       "19      广州       False            False  ...   \n",
       "20  广州-越秀区       False            False  ...   \n",
       "21      广州       False            False  ...   \n",
       "22  广州-天河区       False            False  ...   \n",
       "23      广州       False            False  ...   \n",
       "24      广州       False            False  ...   \n",
       "25  广州-天河区       False            False  ...   \n",
       "26  广州-天河区       False            False  ...   \n",
       "27  广州-天河区       False            False  ...   \n",
       "28  广州-天河区       False            False  ...   \n",
       "29  广州-番禺区       False            False  ...   \n",
       "30  广州-天河区       False            False  ...   \n",
       "31  广州-白云区       False            False  ...   \n",
       "32  广州-黄埔区       False            False  ...   \n",
       "33  广州-天河区       False            False  ...   \n",
       "34      广州       False            False  ...   \n",
       "35  广州-天河区       False            False  ...   \n",
       "36  广州-天河区       False            False  ...   \n",
       "37      广州       False            False  ...   \n",
       "38  广州-海珠区       False            False  ...   \n",
       "39      广州       False            False  ...   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType recruiter.chatted  \\\n",
       "0   5fdfb4259befbf07160bef405ccde8ba                    2             False   \n",
       "1   5e5d95960f37ddf6882b84a174d57208                    2             False   \n",
       "2   6e308ed6b5145fdb78f5885b11a76839                    2             False   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2             False   \n",
       "4   e2b135092ee70a2ae950a599d250d4ad                    2             False   \n",
       "5   e2b135092ee70a2ae950a599d250d4ad                    2             False   \n",
       "6   d874c5f87567784901ab80e4a8b96567                    2             False   \n",
       "7   c161b9ea744ffb27d0e00b26797bdaff                    2             False   \n",
       "8   8595d9ba8d1a1a2d801c17c79e240538                    2             False   \n",
       "9   180268114ec479913eaad1f295204b5b                    2             False   \n",
       "10  0ce6f53a162e27cc9427b88c78d2ff1f                    2             False   \n",
       "11  7908151abdbef12e2efebeb7f272cb14                    2             False   \n",
       "12  fadfc2ceb1f0029d4ad85438c465a917                    2             False   \n",
       "13  6fa10ff6ea77d091528dabef14b76f2d                    2             False   \n",
       "14  985c18edc2b4008b04612e645251413c                    2             False   \n",
       "15  d9615c119bb132bd55a0b6511a508218                    2             False   \n",
       "16  24c1cab13ef9bc2e801c17c79e240538                    2             False   \n",
       "17  d4cc4bca17cae276aefc9b4a2bd8879c                    2             False   \n",
       "18  ef271aa98fbd8615613a615479ad0f1e                    2             False   \n",
       "19  6576d39ac3d6a469337193710fe42056                    2             False   \n",
       "20  edbe6a7c4ed9d6e5aaa70b13e477f173                    2             False   \n",
       "21  37476b87b3e233679f90a7bcfdb96d0e                    2             False   \n",
       "22  beff7093463e459a613348042573671f                    2             False   \n",
       "23  18f5af2ced812a43d6a9d1214a39013b                    2             False   \n",
       "24  bd0efb08acc7704271de52c3bc0b6279                    2             False   \n",
       "25  feaaf399e43a569d29323863fa1c0b93                    2             False   \n",
       "26  7b8081a6d08696bafaf1d0d00bd33fc5                    2             False   \n",
       "27  0d2213fbc6520bd4e4cd5c055e1e05ce                    2             False   \n",
       "28  96080c821aff5629f19be04c8fd8e210                    2             False   \n",
       "29  927752d28c878e66e4cd5c055e1e05ce                    2             False   \n",
       "30  50fe96bee43de82980764db4dc5d059d                    2             False   \n",
       "31  ecb69f58b8af2fa07bed4a56d1662c8b                    2             False   \n",
       "32  767685575712890413dd84912f51618a                    2             False   \n",
       "33  b76b2be27ab4a4746042c177f0a1d2b1                    2             False   \n",
       "34  9cfdabc8878349689809d03804875792                    2             False   \n",
       "35  9e5b45289ab5581e337193710fe42056                    2             False   \n",
       "36  81d856a45c0e72274ebbef01db417cf0                    2             False   \n",
       "37  b76b2be27ab4a4746042c177f0a1d2b1                    2             False   \n",
       "38  d458df6acc9507089941166e65ebdb6f                    2             False   \n",
       "39  3a5b505a337c783db090656a5246961f                    2             False   \n",
       "\n",
       "   comp.compScale comp.compId                    comp.compLogo  \\\n",
       "0        100-499人   9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       "1     5000-10000人   2250604.0  5bfe97f674719df0ac99562403a.png   \n",
       "2        100-499人   7891491.0  62fc68011daaa21b59c94d3305u.png   \n",
       "3          50-99人   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       "4        100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       "5        100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       "6        500-999人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "7        100-499人  13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       "8     5000-10000人   8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       "9      1000-2000人   1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       "10         50-99人   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       "11     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "12       10000人以上    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       "13       100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       "14       10000人以上         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "15       10000人以上         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "16    5000-10000人   8506529.0  5952237b7032381b6822192505a.jpg   \n",
       "17     2000-5000人   8275623.0  5bfe916674719d35745ad29703a.png   \n",
       "18       100-499人  12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       "19                        NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "20          1-49人   9283329.0  59dc78457832e11b880f044c05a.png   \n",
       "21     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "22    5000-10000人   7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       "23       100-499人   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       "24     2000-5000人   2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       "25     2000-5000人  13032765.0  628c584cb244352e0e92248608u.png   \n",
       "26     2000-5000人  13032765.0  628c584cb244352e0e92248608u.png   \n",
       "27       10000人以上    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       "28     1000-2000人   8598051.0  59029b747032a701b89b8b7a04a.jpg   \n",
       "29       10000人以上   8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "30    5000-10000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "31     1000-2000人   9660700.0  5f30a76e556e7a7b1280cc3006u.png   \n",
       "32       100-499人   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       "33     2000-5000人   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       "34     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "35       500-999人    803274.0  5ff42565bebf7311a41e860005u.png   \n",
       "36         50-99人  12912133.0  612f1b02303e5d0d667cd9bb06u.png   \n",
       "37     2000-5000人   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       "38     1000-2000人   8307104.0  616e7903bbe0bb0ec5705fe401u.png   \n",
       "39       100-499人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "      comp.compName comp.compIndustry  \\\n",
       "0              京邦集团       电子/半导体/集成电路   \n",
       "1      时代中国控股集团有限公司           房地产开发经营   \n",
       "2      广州麦优网络科技有限公司              电子商务   \n",
       "3              仙婷集团            贸易/进出口   \n",
       "4        文远知行WeRide              人工智能   \n",
       "5        文远知行WeRide              人工智能   \n",
       "6      某广州大型机械/设备公司             机械/设备   \n",
       "7    广州市新目标电子商务有限公司              IT服务   \n",
       "8           西门子医疗系统              医疗器械   \n",
       "9             中数通信息          运营商/增值服务   \n",
       "10             仙婷集团            贸易/进出口   \n",
       "11  某国内大型食品/饮料/日化公司          食品/饮料/酒水   \n",
       "12         广州宝洁有限公司                日化   \n",
       "13       文远知行WeRide              人工智能   \n",
       "14      某上海大型医疗器械公司              医疗器械   \n",
       "15  某广州大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       "16              丹纳赫              医疗器械   \n",
       "17             康方生物                制药   \n",
       "18     索恩照明(广州)有限公司              仪器仪表   \n",
       "19         某广州互联网公司               互联网   \n",
       "20     即能科技(广州)有限公司            专业技术服务   \n",
       "21        某国内大型日化公司                日化   \n",
       "22             润建股份              通信设备   \n",
       "23    广东环凯微生物科技有限公司                制药   \n",
       "24             汇丰软件             计算机软件   \n",
       "25            斯凯奇中国          服装/纺织/皮革   \n",
       "26            斯凯奇中国          服装/纺织/皮革   \n",
       "27         广州宝洁有限公司                日化   \n",
       "28   上海华钦信息科技股份有限公司             计算机软件   \n",
       "29   上海汉得信息技术股份有限公司               互联网   \n",
       "30  某广州大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       "31     嫚熙控股(广州)有限公司               互联网   \n",
       "32    广东环凯微生物科技有限公司                制药   \n",
       "33        恩梯梯数据(中国)              IT服务   \n",
       "34       某国内大型快消品公司                日化   \n",
       "35             广州百田                游戏   \n",
       "36  贝兰格投资咨询(广州)有限公司              咨询服务   \n",
       "37        恩梯梯数据(中国)              IT服务   \n",
       "38     英雄互娱科技股份有限公司                游戏   \n",
       "39        某广州IT服务公司              IT服务   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/9730786/            NaN  \n",
       "1    https://www.liepin.com/company/2250604/            NaN  \n",
       "2    https://www.liepin.com/company/7891491/          融资未公开  \n",
       "3    https://www.liepin.com/company/8112968/            NaN  \n",
       "4    https://www.liepin.com/company/9491766/             C轮  \n",
       "5    https://www.liepin.com/company/9491766/             C轮  \n",
       "6                                                     融资未公开  \n",
       "7   https://www.liepin.com/company/13315477/            NaN  \n",
       "8    https://www.liepin.com/company/8916227/            NaN  \n",
       "9    https://www.liepin.com/company/1103040/            NaN  \n",
       "10   https://www.liepin.com/company/8112968/            NaN  \n",
       "11                                                    融资未公开  \n",
       "12    https://www.liepin.com/company/873330/            NaN  \n",
       "13   https://www.liepin.com/company/9491766/             C轮  \n",
       "14                                                    融资未公开  \n",
       "15                                                    融资未公开  \n",
       "16   https://www.liepin.com/company/8506529/            NaN  \n",
       "17   https://www.liepin.com/company/8275623/           港股上市  \n",
       "18  https://www.liepin.com/company/12773635/            NaN  \n",
       "19                                                      NaN  \n",
       "20   https://www.liepin.com/company/9283329/            NaN  \n",
       "21                                                    融资未公开  \n",
       "22   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       "23   https://www.liepin.com/company/7932064/          融资未公开  \n",
       "24   https://www.liepin.com/company/2664546/             其他  \n",
       "25  https://www.liepin.com/company/13032765/            NaN  \n",
       "26  https://www.liepin.com/company/13032765/            NaN  \n",
       "27    https://www.liepin.com/company/873330/            NaN  \n",
       "28   https://www.liepin.com/company/8598051/            NaN  \n",
       "29   https://www.liepin.com/company/8361671/            已上市  \n",
       "30                                                    融资未公开  \n",
       "31   https://www.liepin.com/company/9660700/            NaN  \n",
       "32   https://www.liepin.com/company/7932064/          融资未公开  \n",
       "33   https://www.liepin.com/company/6629285/            NaN  \n",
       "34                                                    融资未公开  \n",
       "35    https://www.liepin.com/company/803274/            已上市  \n",
       "36  https://www.liepin.com/company/12912133/          融资未公开  \n",
       "37   https://www.liepin.com/company/6629285/            NaN  \n",
       "38   https://www.liepin.com/company/8307104/          科创板上市  \n",
       "39                                                      NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "debf5f5f",
   "metadata": {},
   "source": [
    "## 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4ca001e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0b8fc6c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52ca9afa",
   "metadata": {},
   "source": [
    "## 批量储存数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8ea51ed6",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "729e345a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       " 1   {\"jobId\":\"57326451\",\"userId\":\"7f4e7e8ef7261892...   \n",
       " 2   {\"jobId\":\"57632745\",\"userId\":\"fcbe20e241c3fb89...   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...   \n",
       " 9   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...   \n",
       " 11  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   \n",
       " 12  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...   \n",
       " 13  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...   \n",
       " 14  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...   \n",
       " 15  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   \n",
       " 16  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...   \n",
       " 17  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       " 18  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...   \n",
       " 19  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...   \n",
       " 20  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...   \n",
       " 21  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...   \n",
       " 22  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...   \n",
       " 23  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...   \n",
       " 24  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...   \n",
       " 25  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...   \n",
       " 26  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...   \n",
       " 27  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...   \n",
       " 28  {\"jobId\":\"50173893\",\"userId\":\"a3c89b1765f955f2...   \n",
       " 29  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...   \n",
       " 30  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   \n",
       " 31  {\"jobId\":\"55992453\",\"userId\":\"71e39b9fa38c7913...   \n",
       " 32  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...   \n",
       " 33  {\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 34  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       " 35  {\"jobId\":\"48905275\",\"userId\":\"69bf0604ae10eb24...   \n",
       " 36  {\"jobId\":\"46626189\",\"userId\":\"ffb961ad0561780d...   \n",
       " 37  {\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 38  {\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612...   \n",
       " 39  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                       [供应链产品, 数据分析]  57816811   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451   \n",
       " 2                                  [广告产品, 广告行业, 团队管理]  57632745   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  55703639   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 8                                                  []  56689685   \n",
       " 9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14                                                 []  43492441   \n",
       " 15                                             [to C]  44978805   \n",
       " 16                                                 []  56876529   \n",
       " 17                                             [泌尿外科]  57157157   \n",
       " 18                                                 []  48604689   \n",
       " 19                                             [软件开发]  44709427   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 23                                                 []  35923437   \n",
       " 24                                                 []  43037645   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 26                                                 []  55829685   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583   \n",
       " 30                                                 []  43309883   \n",
       " 31                                             [品牌策划]  55992453   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 33                                                 []  23154709   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 36                                                 []  46626189   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                                             [数据分析]  31935443   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " \n",
       "    job.refreshTime                                     job.title  job.salary  \\\n",
       " 0   20230415094344                                        产品经理助理    5-7k·13薪   \n",
       " 1   20230412110555                                        IT产品经理      20-26k   \n",
       " 2   20230415110401                               高级跨境产品经理（Yep品牌）      25-35k   \n",
       " 3   20230414103329                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   20230228112317                                  自动驾驶产品经理（PM）      25-35k   \n",
       " 5   20230228112317                                自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6   20230414151957                          产品经理/Product Manager      20-30k   \n",
       " 7   20230410215438                           产品经理Product Manager      20-25k   \n",
       " 8   20230303234707            Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9   20230412172946                                   产品经理-电信信息化部   8-12k·13薪   \n",
       " 10  20230414103329                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11  20230306145244                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 12  20230412111136                                      eWMS产品经理  20-40k·14薪   \n",
       " 13  20230412190939                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 14  20230412101855                                     产品销售经理-广州  20-40k·16薪   \n",
       " 15  20230413114524                          eWMS Product Manager  20-40k·15薪   \n",
       " 16  20230415113405                    Automation Product Manager  20-40k·13薪   \n",
       " 17  20230321153342                                        医药产品经理  25-30k·14薪   \n",
       " 18  20230301100715                                        助理产品经理  15-25k·13薪   \n",
       " 19  20230324111137                                          产品经理  25-35k·14薪   \n",
       " 20  20230413103006                                          产品经理  18-40k·14薪   \n",
       " 21  20230411142619  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 22  20230221094711                                 产品经理（企业数字化转型）       6-10k   \n",
       " 23  20220319162445                                  产品经理（工业消洗产品）      12-30k   \n",
       " 24  20210913204744                                        数码产品经理        薪资面议   \n",
       " 25  20221116184947                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 26  20230206112123                             产品经理-产品企划(J13606)      15-25k   \n",
       " 27  20230414104936                          eWMS Product Manager        薪资面议   \n",
       " 28  20230324093022                                            PM  17-30k·13薪   \n",
       " 29  20230329180701                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 30  20230208175714                               Product Manager  30-40k·13薪   \n",
       " 31  20230412154954                                        产品策划经理      15-25k   \n",
       " 32  20230411104123                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 33  20200728103437                                        数字营销PM        薪资面议   \n",
       " 34  20230413101755                              Product Manager       25-30k   \n",
       " 35  20220928174530                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 36  20220215115047                               Product Manager   8-16k·13薪   \n",
       " 37  20210615114605                                          活动PM        薪资面议   \n",
       " 38  20200921191755                                          游戏PM  15-30k·13薪   \n",
       " 39  20230414171831                                          产品经理      20-30k   \n",
       " \n",
       "     job.dq  job.topJob job.jobKind  ...      recruiter.recruiterTitle  \\\n",
       " 0   广州-番禺区        True           2  ...                                 \n",
       " 1   广州-越秀区        True           2  ...                     人事行政中心负责人   \n",
       " 2       广州        True           2  ...                   招聘经理/HRBP经理   \n",
       " 3   广州-天河区       False           2  ...                 HR Specialist   \n",
       " 4   广州-海珠区       False           2  ...                          HRBP   \n",
       " 5   广州-海珠区       False           2  ...                          HRBP   \n",
       " 6       广州       False           1  ...                          猎头顾问   \n",
       " 7   广州-番禺区       False           2  ...                           HRM   \n",
       " 8   广州-越秀区       False           2  ...  Recruiter-Talent Acquisition   \n",
       " 9   广州-天河区       False           2  ...                                 \n",
       " 10  广州-天河区       False           2  ...                 HR Specialist   \n",
       " 11  广州-白云区       False           1  ...                          猎头顾问   \n",
       " 12  广州-天河区       False           2  ...                     Recruiter   \n",
       " 13      广州       False           2  ...                          招聘专家   \n",
       " 14      广州       False           1  ...                          猎头顾问   \n",
       " 15      广州       False           1  ...                          猎头顾问   \n",
       " 16  广州-天河区       False           2  ...                        人力资源专员   \n",
       " 17  广州-越秀区       False           2  ...                    高级医学信息沟通专员   \n",
       " 18  广州-黄埔区       False           2  ...                          招聘经理   \n",
       " 19      广州       False           1  ...                          猎头顾问   \n",
       " 20  广州-越秀区       False           2  ...                          HRBP   \n",
       " 21      广州       False           1  ...                          猎头顾问   \n",
       " 22  广州-天河区       False           2  ...                          招聘主管   \n",
       " 23      广州       False           2  ...                            HR   \n",
       " 24      广州       False           2  ...                           112   \n",
       " 25  广州-天河区       False           2  ...                                 \n",
       " 26  广州-天河区       False           2  ...                    人力资源业务合作伙伴   \n",
       " 27  广州-天河区       False           2  ...                          招聘经理   \n",
       " 28  广州-天河区       False           2  ...                            HR   \n",
       " 29  广州-番禺区       False           2  ...                            HR   \n",
       " 30  广州-天河区       False           1  ...                          猎头顾问   \n",
       " 31  广州-白云区       False           2  ...                           HRM   \n",
       " 32  广州-黄埔区       False           2  ...                                 \n",
       " 33  广州-天河区       False           2  ...                    Consultant   \n",
       " 34      广州       False           1  ...                          猎头顾问   \n",
       " 35  广州-天河区       False           2  ...                                 \n",
       " 36  广州-天河区       False           2  ...                        人力资源总监   \n",
       " 37      广州       False           2  ...                    Consultant   \n",
       " 38  广州-海珠区       False           2  ...                        人力资源管理   \n",
       " 39      广州       False           1  ...                          猎头顾问   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  c8d145acb0a3162c59941f318d428c38   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2    5f8f986c79c7cc70efbf36c808u.jpg  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9    571885ea45ce00977366da9105a.jpg  871518775391643a04bdffecc9c81011   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  ef813c13d17ddf72662825202deeb056   \n",
       " 12   63a9534728c57209b0f4aa0505u.png  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13   63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg  4df980208f61abaa845b1031e141f2ce   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg  a3c89b1765f955f21481c55033648d88   \n",
       " 29   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  ffb961ad0561780d685123d92072146b   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "       comp.compName comp.compId                    comp.compLogo  \\\n",
       " 0              京邦集团   9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1      时代中国控股集团有限公司   2250604.0  5bfe97f674719df0ac99562403a.png   \n",
       " 2      广州麦优网络科技有限公司   7891491.0  62fc68011daaa21b59c94d3305u.png   \n",
       " 3              仙婷集团   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 4        文远知行WeRide   9491766.0  60a497de907306298575785f03u.png   \n",
       " 5        文远知行WeRide   9491766.0  60a497de907306298575785f03u.png   \n",
       " 6      某广州大型机械/设备公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7    广州市新目标电子商务有限公司  13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 8           西门子医疗系统   8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9             中数通信息   1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 10             仙婷集团   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 11  某国内大型食品/饮料/日化公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12         广州宝洁有限公司    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 13       文远知行WeRide   9491766.0  60a497de907306298575785f03u.png   \n",
       " 14      某上海大型医疗器械公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15  某广州大型食品/饮料/酒水公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16              丹纳赫   8506529.0  5952237b7032381b6822192505a.jpg   \n",
       " 17             康方生物   8275623.0  5bfe916674719d35745ad29703a.png   \n",
       " 18     索恩照明(广州)有限公司  12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       " 19         某广州互联网公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20     即能科技(广州)有限公司   9283329.0  59dc78457832e11b880f044c05a.png   \n",
       " 21        某国内大型日化公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22             润建股份   7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       " 23    广东环凯微生物科技有限公司   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 24             汇丰软件   2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       " 25            斯凯奇中国  13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 26            斯凯奇中国  13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 27         广州宝洁有限公司    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 28   上海华钦信息科技股份有限公司   8598051.0  59029b747032a701b89b8b7a04a.jpg   \n",
       " 29   上海汉得信息技术股份有限公司   8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 30  某广州大型食品/饮料/酒水公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31     嫚熙控股(广州)有限公司   9660700.0  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 32    广东环凯微生物科技有限公司   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 33        恩梯梯数据(中国)   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       " 34       某国内大型快消品公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35             广州百田    803274.0  5ff42565bebf7311a41e860005u.png   \n",
       " 36  贝兰格投资咨询(广州)有限公司  12912133.0  612f1b02303e5d0d667cd9bb06u.png   \n",
       " 37        恩梯梯数据(中国)   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       " 38     英雄互娱科技股份有限公司   8307104.0  616e7903bbe0bb0ec5705fe401u.png   \n",
       " 39        某广州IT服务公司         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compIndustry  comp.compScale  \\\n",
       " 0        电子/半导体/集成电路        100-499人   \n",
       " 1            房地产开发经营     5000-10000人   \n",
       " 2               电子商务        100-499人   \n",
       " 3             贸易/进出口          50-99人   \n",
       " 4               人工智能        100-499人   \n",
       " 5               人工智能        100-499人   \n",
       " 6              机械/设备        500-999人   \n",
       " 7               IT服务        100-499人   \n",
       " 8               医疗器械     5000-10000人   \n",
       " 9           运营商/增值服务      1000-2000人   \n",
       " 10            贸易/进出口          50-99人   \n",
       " 11          食品/饮料/酒水      2000-5000人   \n",
       " 12                日化        10000人以上   \n",
       " 13              人工智能        100-499人   \n",
       " 14              医疗器械        10000人以上   \n",
       " 15          食品/饮料/酒水        10000人以上   \n",
       " 16              医疗器械     5000-10000人   \n",
       " 17                制药      2000-5000人   \n",
       " 18              仪器仪表        100-499人   \n",
       " 19               互联网                   \n",
       " 20            专业技术服务           1-49人   \n",
       " 21                日化      2000-5000人   \n",
       " 22              通信设备     5000-10000人   \n",
       " 23                制药        100-499人   \n",
       " 24             计算机软件      2000-5000人   \n",
       " 25          服装/纺织/皮革      2000-5000人   \n",
       " 26          服装/纺织/皮革      2000-5000人   \n",
       " 27                日化        10000人以上   \n",
       " 28             计算机软件      1000-2000人   \n",
       " 29               互联网        10000人以上   \n",
       " 30          食品/饮料/酒水     5000-10000人   \n",
       " 31               互联网      1000-2000人   \n",
       " 32                制药        100-499人   \n",
       " 33              IT服务      2000-5000人   \n",
       " 34                日化      2000-5000人   \n",
       " 35                游戏        500-999人   \n",
       " 36              咨询服务          50-99人   \n",
       " 37              IT服务      2000-5000人   \n",
       " 38                游戏      1000-2000人   \n",
       " 39              IT服务        100-499人   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9730786/            NaN  \n",
       " 1    https://www.liepin.com/company/2250604/            NaN  \n",
       " 2    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9    https://www.liepin.com/company/1103040/            NaN  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14                                                    融资未公开  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19                                                      NaN  \n",
       " 20   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21                                                    融资未公开  \n",
       " 22   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27    https://www.liepin.com/company/873330/            NaN  \n",
       " 28   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30                                                    融资未公开  \n",
       " 31   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34                                                    融资未公开  \n",
       " 35    https://www.liepin.com/company/803274/            已上市  \n",
       " 36  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       " 1   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 15  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 18  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 19  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 20  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 21  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 22  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 23  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 26  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 27  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 28  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 29  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 30  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 31  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 32  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 33  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 34  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 35  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 36  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 37  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 38  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       " 39  {\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"...   \n",
       " \n",
       "                                              dataInfo recruiter.recruiterName  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     杜先生   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张女士   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     侯先生   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     谌女士   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     樊女士   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     翁女士   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     徐先生   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     吴女士   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     曾女士   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     冯先生   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     程先生   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林先生   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     王女士   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘先生   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黄女士   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     邓先生   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...               Keli Tang   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     宋女士   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     黎先生   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     张先生   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈先生   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     林女士   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     杜先生   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     俞女士   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陆女士   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     郑先生   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     陈女士   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     孙女士   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     唐女士   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     赖先生   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     刘女士   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     邱女士   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...                     蔡先生   \n",
       " \n",
       "         recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                                 5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1                      人事行政中心负责人  5e5d95960f37ddf6882b84a174d57208   \n",
       " 2                                 180268114ec479913eaad1f295204b5b   \n",
       " 3                  HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5                           HRBP  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6                           猎头顾问  d874c5f87567784901ab80e4a8b96567   \n",
       " 7                            HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   Recruiter-Talent Acquisition  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9                    招聘经理/HRBP经理  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 10                 HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11                          猎头顾问  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12                     Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13                          招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14                          猎头顾问  985c18edc2b4008b04612e645251413c   \n",
       " 15                          猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       " 16                        人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17                    高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 18                          招聘经理  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 19                          猎头顾问  6576d39ac3d6a469337193710fe42056   \n",
       " 20                          HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 21                          猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 22                          招聘主管  beff7093463e459a613348042573671f   \n",
       " 23                            HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 24                           112  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25                                feaaf399e43a569d29323863fa1c0b93   \n",
       " 26                    人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27                          招聘经理  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 28                            HR  96080c821aff5629f19be04c8fd8e210   \n",
       " 29                            HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 30                          猎头顾问  50fe96bee43de82980764db4dc5d059d   \n",
       " 31                           HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 32                                767685575712890413dd84912f51618a   \n",
       " 33                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 34                          猎头顾问  9cfdabc8878349689809d03804875792   \n",
       " 35                                9e5b45289ab5581e337193710fe42056   \n",
       " 36                        人力资源总监  81d856a45c0e72274ebbef01db417cf0   \n",
       " 37                    Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38                        人力资源管理  d458df6acc9507089941166e65ebdb6f   \n",
       " 39                          猎头顾问  3a5b505a337c783db090656a5246961f   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                     2              False  c8d145acb0a3162c59941f318d428c38   \n",
       " 1                     2              False  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2                     2              False  871518775391643a04bdffecc9c81011   \n",
       " 3                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5                     2              False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6                     2              False  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7                     2              False  74207202b9a1882cbe061eb681f898fc   \n",
       " 8                     2              False  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9                     2              False  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10                    2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11                    2              False  ef813c13d17ddf72662825202deeb056   \n",
       " 12                    2              False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                    2              False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                    2              False  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15                    2              False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16                    2              False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                    2              False  22ab2b1a88769c3259935c280d474240   \n",
       " 18                    2              False  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19                    2              False  4df980208f61abaa845b1031e141f2ce   \n",
       " 20                    2              False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21                    2              False  375a1dfe17607510a0693c119d820cfb   \n",
       " 22                    2              False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23                    2              False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24                    2              False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                    2              False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    2              False  308332da68f592edf82050c4b8bff969   \n",
       " 27                    2              False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28                    2              False  a3c89b1765f955f21481c55033648d88   \n",
       " 29                    2              False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30                    2              False  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31                    2              False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32                    2              False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34                    2              False  47227c6fbfcd952686963be95b15422d   \n",
       " 35                    2              False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36                    2              False  ffb961ad0561780d685123d92072146b   \n",
       " 37                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38                    2              False  2b6b0643bf65c612313162312f0bffed   \n",
       " 39                    2              False  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  ... job.jobKind  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg       电子/半导体/集成电路  ...           2   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg           房地产开发经营  ...           2   \n",
       " 2    571885ea45ce00977366da9105a.jpg          运营商/增值服务  ...           2   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg              人工智能  ...           2   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg             机械/设备  ...           1   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg              电子商务  ...           2   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口  ...           2   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水  ...           1   \n",
       " 12   63a9534728c57209b0f4aa0505u.png                日化  ...           2   \n",
       " 13   63a46574fd38b10039f0b94b05u.png              人工智能  ...           2   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png              医疗器械  ...           1   \n",
       " 15   62f7aab56555120790d6013103u.png          食品/饮料/酒水  ...           1   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg              医疗器械  ...           2   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg                制药  ...           2   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg              仪器仪表  ...           2   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg               互联网  ...           1   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg            专业技术服务  ...           2   \n",
       " 21   6100c9081d756a75997a266703u.jpg                日化  ...           1   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg              通信设备  ...           2   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg                制药  ...           2   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg             计算机软件  ...           2   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革  ...           2   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革  ...           2   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg                日化  ...           2   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件  ...           2   \n",
       " 29   601baaab60c8320221e3c1d902u.png               互联网  ...           2   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水  ...           1   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg               互联网  ...           2   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg                制药  ...           2   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg                日化  ...           1   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg                游戏  ...           2   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg              咨询服务  ...           2   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg              IT服务  ...           2   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg                游戏  ...           2   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png              IT服务  ...           1   \n",
       " \n",
       "    job.jobId  job.topJob                                     job.link  \\\n",
       " 0   57816811        True  https://www.liepin.com/job/1957816811.shtml   \n",
       " 1   57326451        True  https://www.liepin.com/job/1957326451.shtml   \n",
       " 2   57754271        True  https://www.liepin.com/job/1957754271.shtml   \n",
       " 3   50965433       False  https://www.liepin.com/job/1950965433.shtml   \n",
       " 4   55703639       False  https://www.liepin.com/job/1955703639.shtml   \n",
       " 5   55703543       False  https://www.liepin.com/job/1955703543.shtml   \n",
       " 6   44053277       False      https://www.liepin.com/a/44053277.shtml   \n",
       " 7   57679297       False  https://www.liepin.com/job/1957679297.shtml   \n",
       " 8   56689685       False  https://www.liepin.com/job/1956689685.shtml   \n",
       " 9   57632745       False  https://www.liepin.com/job/1957632745.shtml   \n",
       " 10  57794503       False  https://www.liepin.com/job/1957794503.shtml   \n",
       " 11  44113675       False      https://www.liepin.com/a/44113675.shtml   \n",
       " 12  57001973       False  https://www.liepin.com/job/1957001973.shtml   \n",
       " 13  57223711       False  https://www.liepin.com/job/1957223711.shtml   \n",
       " 14  43492441       False      https://www.liepin.com/a/43492441.shtml   \n",
       " 15  44978805       False      https://www.liepin.com/a/44978805.shtml   \n",
       " 16  56876529       False  https://www.liepin.com/job/1956876529.shtml   \n",
       " 17  57157157       False  https://www.liepin.com/job/1957157157.shtml   \n",
       " 18  48604689       False  https://www.liepin.com/job/1948604689.shtml   \n",
       " 19  44709427       False      https://www.liepin.com/a/44709427.shtml   \n",
       " 20  30477665       False  https://www.liepin.com/job/1930477665.shtml   \n",
       " 21  45187159       False      https://www.liepin.com/a/45187159.shtml   \n",
       " 22  56295007       False  https://www.liepin.com/job/1956295007.shtml   \n",
       " 23  35923437       False  https://www.liepin.com/job/1935923437.shtml   \n",
       " 24  43037645       False  https://www.liepin.com/job/1943037645.shtml   \n",
       " 25  50466807       False  https://www.liepin.com/job/1950466807.shtml   \n",
       " 26  55829685       False  https://www.liepin.com/job/1955829685.shtml   \n",
       " 27  54145433       False  https://www.liepin.com/job/1954145433.shtml   \n",
       " 28  50173893       False  https://www.liepin.com/job/1950173893.shtml   \n",
       " 29  57403583       False  https://www.liepin.com/job/1957403583.shtml   \n",
       " 30  43309883       False      https://www.liepin.com/a/43309883.shtml   \n",
       " 31  55992453       False  https://www.liepin.com/job/1955992453.shtml   \n",
       " 32  48554057       False  https://www.liepin.com/job/1948554057.shtml   \n",
       " 33  23154709       False  https://www.liepin.com/job/1923154709.shtml   \n",
       " 34  45177357       False      https://www.liepin.com/a/45177357.shtml   \n",
       " 35  48905275       False  https://www.liepin.com/job/1948905275.shtml   \n",
       " 36  46626189       False  https://www.liepin.com/job/1946626189.shtml   \n",
       " 37  25415919       False  https://www.liepin.com/job/1925415919.shtml   \n",
       " 38  31935443       False  https://www.liepin.com/job/1931935443.shtml   \n",
       " 39  45263747       False      https://www.liepin.com/a/45263747.shtml   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                    \n",
       " 1                                    \n",
       " 2                                    \n",
       " 3                                    \n",
       " 4                                    \n",
       " 5                                    \n",
       " 6              NaN             NaN   \n",
       " 7                                    \n",
       " 8                                    \n",
       " 9                                    \n",
       " 10                                   \n",
       " 11             NaN             NaN   \n",
       " 12                                   \n",
       " 13                                   \n",
       " 14             NaN             NaN   \n",
       " 15             NaN             NaN   \n",
       " 16                                   \n",
       " 17                                   \n",
       " 18                                   \n",
       " 19             NaN             NaN   \n",
       " 20                                   \n",
       " 21             NaN             NaN   \n",
       " 22                                   \n",
       " 23                                   \n",
       " 24                                   \n",
       " 25                                   \n",
       " 26                                   \n",
       " 27                                   \n",
       " 28                                   \n",
       " 29                                   \n",
       " 30             NaN             NaN   \n",
       " 31                                   \n",
       " 32                                   \n",
       " 33                                   \n",
       " 34             NaN             NaN   \n",
       " 35                                   \n",
       " 36                                   \n",
       " 37                                   \n",
       " 38                                   \n",
       " 39             NaN             NaN   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  大专   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " \n",
       "    job.requireWorkYears comp.compStage  \n",
       " 0                  1-3年            NaN  \n",
       " 1                 5-10年            NaN  \n",
       " 2                  3-5年            NaN  \n",
       " 3                  3-5年            NaN  \n",
       " 4                  3-5年             C轮  \n",
       " 5                  3-5年             C轮  \n",
       " 6                 5-10年          融资未公开  \n",
       " 7                  3-5年            NaN  \n",
       " 8                 5-10年            NaN  \n",
       " 9                 5-10年          融资未公开  \n",
       " 10                 3-5年            NaN  \n",
       " 11                5-10年          融资未公开  \n",
       " 12                 经验不限            NaN  \n",
       " 13                 经验不限             C轮  \n",
       " 14                 3-5年          融资未公开  \n",
       " 15                 经验不限          融资未公开  \n",
       " 16                5-10年            NaN  \n",
       " 17                 1-3年           港股上市  \n",
       " 18                5-10年            NaN  \n",
       " 19                10年以上            NaN  \n",
       " 20                5-10年            NaN  \n",
       " 21                5-10年          融资未公开  \n",
       " 22                 3-5年         沪深A股上市  \n",
       " 23                 3-5年          融资未公开  \n",
       " 24                 3-5年             其他  \n",
       " 25                 3-5年            NaN  \n",
       " 26                5-10年            NaN  \n",
       " 27                5-10年            NaN  \n",
       " 28                5-10年            NaN  \n",
       " 29                 3-5年            已上市  \n",
       " 30                5-10年          融资未公开  \n",
       " 31                5-10年            NaN  \n",
       " 32                 3-5年          融资未公开  \n",
       " 33                5-10年            NaN  \n",
       " 34                 1-3年          融资未公开  \n",
       " 35                5-10年            已上市  \n",
       " 36                 3-5年          融资未公开  \n",
       " 37                 3-5年            NaN  \n",
       " 38                 3-5年          科创板上市  \n",
       " 39                5-10年            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"jobKind\":\"2\",\"userId\":\"c8...   \n",
       " 1   {\"jobId\":\"57326451\",\"jobKind\":\"2\",\"userId\":\"7f...   \n",
       " 2   {\"jobId\":\"57754271\",\"jobKind\":\"2\",\"userId\":\"87...   \n",
       " 3   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       " 4   {\"jobId\":\"55703639\",\"jobKind\":\"2\",\"userId\":\"7d...   \n",
       " 5   {\"jobId\":\"55703543\",\"jobKind\":\"2\",\"userId\":\"7d...   \n",
       " 6   {\"jobId\":\"44053277\",\"jobKind\":\"1\",\"userId\":\"1d...   \n",
       " 7   {\"jobId\":\"57679297\",\"jobKind\":\"2\",\"userId\":\"74...   \n",
       " 8   {\"jobId\":\"56689685\",\"jobKind\":\"2\",\"userId\":\"f0...   \n",
       " 9   {\"jobId\":\"57632745\",\"jobKind\":\"2\",\"userId\":\"fc...   \n",
       " 10  {\"jobId\":\"57794503\",\"jobKind\":\"2\",\"userId\":\"14...   \n",
       " 11  {\"jobId\":\"44113675\",\"jobKind\":\"1\",\"userId\":\"ef...   \n",
       " 12  {\"jobId\":\"57001973\",\"jobKind\":\"2\",\"userId\":\"f7...   \n",
       " 13  {\"jobId\":\"57223711\",\"jobKind\":\"2\",\"userId\":\"11...   \n",
       " 14  {\"jobId\":\"43492441\",\"jobKind\":\"1\",\"userId\":\"b6...   \n",
       " 15  {\"jobId\":\"44978805\",\"jobKind\":\"1\",\"userId\":\"ec...   \n",
       " 16  {\"jobId\":\"56876529\",\"jobKind\":\"2\",\"userId\":\"57...   \n",
       " 17  {\"jobId\":\"57157157\",\"jobKind\":\"2\",\"userId\":\"22...   \n",
       " 18  {\"jobId\":\"48604689\",\"jobKind\":\"2\",\"userId\":\"09...   \n",
       " 19  {\"jobId\":\"44709427\",\"jobKind\":\"1\",\"userId\":\"4d...   \n",
       " 20  {\"jobId\":\"30477665\",\"jobKind\":\"2\",\"userId\":\"8d...   \n",
       " 21  {\"jobId\":\"45187159\",\"jobKind\":\"1\",\"userId\":\"37...   \n",
       " 22  {\"jobId\":\"56295007\",\"jobKind\":\"2\",\"userId\":\"ed...   \n",
       " 23  {\"jobId\":\"35923437\",\"jobKind\":\"2\",\"userId\":\"7f...   \n",
       " 24  {\"jobId\":\"43037645\",\"jobKind\":\"2\",\"userId\":\"80...   \n",
       " 25  {\"jobId\":\"50466807\",\"jobKind\":\"2\",\"userId\":\"34...   \n",
       " 26  {\"jobId\":\"55829685\",\"jobKind\":\"2\",\"userId\":\"30...   \n",
       " 27  {\"jobId\":\"54145433\",\"jobKind\":\"2\",\"userId\":\"cd...   \n",
       " 28  {\"jobId\":\"50173893\",\"jobKind\":\"2\",\"userId\":\"a3...   \n",
       " 29  {\"jobId\":\"57403583\",\"jobKind\":\"2\",\"userId\":\"77...   \n",
       " 30  {\"jobId\":\"43309883\",\"jobKind\":\"1\",\"userId\":\"78...   \n",
       " 31  {\"jobId\":\"55992453\",\"jobKind\":\"2\",\"userId\":\"71...   \n",
       " 32  {\"jobId\":\"48554057\",\"jobKind\":\"2\",\"userId\":\"0f...   \n",
       " 33  {\"jobId\":\"23154709\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 34  {\"jobId\":\"45177357\",\"jobKind\":\"1\",\"userId\":\"47...   \n",
       " 35  {\"jobId\":\"48905275\",\"jobKind\":\"2\",\"userId\":\"69...   \n",
       " 36  {\"jobId\":\"46626189\",\"jobKind\":\"2\",\"userId\":\"ff...   \n",
       " 37  {\"jobId\":\"25415919\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 38  {\"jobId\":\"31935443\",\"jobKind\":\"2\",\"userId\":\"2b...   \n",
       " 39  {\"jobId\":\"45263747\",\"jobKind\":\"1\",\"userId\":\"8f...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                       [供应链产品, 数据分析]  20230415094344   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  20230412110555   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  20230412172946   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230414103329   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  20230228112317   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  20230228112317   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  20230414151957   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438   \n",
       " 8                                                  []  20230303234707   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  20230415110401   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230414103329   \n",
       " 11                                           [web端产品]  20230306145244   \n",
       " 12                                  [to C, 电子商务, 消费品]  20230412111136   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  20230412190939   \n",
       " 14                                                 []  20230412101855   \n",
       " 15                                             [to C]  20230413114524   \n",
       " 16                                                 []  20230415113405   \n",
       " 17                                             [泌尿外科]  20230321153342   \n",
       " 18                                                 []  20230301100715   \n",
       " 19                                             [软件开发]  20230324111137   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230413103006   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711   \n",
       " 23                                                 []  20220319162445   \n",
       " 24                                                 []  20210913204744   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       " 26                                                 []  20230206112123   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  20230414104936   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  20230324093022   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  20230329180701   \n",
       " 30                                                 []  20230208175714   \n",
       " 31                                             [品牌策划]  20230412154954   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  20230411104123   \n",
       " 33                                                 []  20200728103437   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  20230413101755   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       " 36                                                 []  20220215115047   \n",
       " 37                                             [增长产品]  20210615114605   \n",
       " 38                                             [数据分析]  20200921191755   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  20230414171831   \n",
       " \n",
       "    job.jobId job.jobKind                                     job.title  \\\n",
       " 0   57816811           2                                        产品经理助理   \n",
       " 1   57326451           2                                        IT产品经理   \n",
       " 2   57754271           2                                   产品经理-电信信息化部   \n",
       " 3   50965433           2                   产品经理（化妆品原料）/Product Manager   \n",
       " 4   55703639           2                                  自动驾驶产品经理（PM）   \n",
       " 5   55703543           2                                自动驾驶工具产品经理（PM）   \n",
       " 6   44053277           1                          产品经理/Product Manager   \n",
       " 7   57679297           2                           产品经理Product Manager   \n",
       " 8   56689685           2            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9   57632745           2                               高级跨境产品经理（Yep品牌）   \n",
       " 10  57794503           2                             助理产品经理（化妆品原料）/APM   \n",
       " 11  44113675           1                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12  57001973           2                                      eWMS产品经理   \n",
       " 13  57223711           2                                  自动驾驶（硬件）产品经理   \n",
       " 14  43492441           1                                     产品销售经理-广州   \n",
       " 15  44978805           1                          eWMS Product Manager   \n",
       " 16  56876529           2                    Automation Product Manager   \n",
       " 17  57157157           2                                        医药产品经理   \n",
       " 18  48604689           2                                        助理产品经理   \n",
       " 19  44709427           1                                          产品经理   \n",
       " 20  30477665           2                                          产品经理   \n",
       " 21  45187159           1  Assistant Product Manager / Product Manager    \n",
       " 22  56295007           2                                 产品经理（企业数字化转型）   \n",
       " 23  35923437           2                                  产品经理（工业消洗产品）   \n",
       " 24  43037645           2                                        数码产品经理   \n",
       " 25  50466807           2                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 26  55829685           2                             产品经理-产品企划(J13606)   \n",
       " 27  54145433           2                          eWMS Product Manager   \n",
       " 28  50173893           2                                            PM   \n",
       " 29  57403583           2                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 30  43309883           1                               Product Manager   \n",
       " 31  55992453           2                                        产品策划经理   \n",
       " 32  48554057           2                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 33  23154709           2                                        数字营销PM   \n",
       " 34  45177357           1                              Product Manager    \n",
       " 35  48905275           2                        项目发行PM（二次元） (MJ000855)   \n",
       " 36  46626189           2                               Product Manager   \n",
       " 37  25415919           2                                          活动PM   \n",
       " 38  31935443           2                                          游戏PM   \n",
       " 39  45263747           1                                          产品经理   \n",
       " \n",
       "     job.topJob                                     job.dataPromId  \\\n",
       " 0         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 1         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 2         True  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 3        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 4        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 5        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 6        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 7        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 8        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 9        False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 10       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 11       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 12       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 13       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 14       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 15       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 16       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 17       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 18       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 19       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 20       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 21       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 22       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 23       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 24       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 25       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 26       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 27       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 28       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 29       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 30       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 31       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 32       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 33       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 34       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 35       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 36       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 37       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 38       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 39       False  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " \n",
       "     job.advViewFlag  ... recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0              True  ...             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1              True  ...             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2              True  ...             False   571885ea45ce00977366da9105a.jpg   \n",
       " 3             False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4             False  ...             False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5             False  ...             False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6             False  ...             False   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7             False  ...             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8             False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9             False  ...             False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 10            False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11            False  ...             False   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12            False  ...             False   63a9534728c57209b0f4aa0505u.png   \n",
       " 13            False  ...             False   63a46574fd38b10039f0b94b05u.png   \n",
       " 14            False  ...             False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15            False  ...             False   62f7aab56555120790d6013103u.png   \n",
       " 16            False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17            False  ...             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 18            False  ...             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19            False  ...             False   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 20            False  ...             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21            False  ...             False   6100c9081d756a75997a266703u.jpg   \n",
       " 22            False  ...             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23            False  ...             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24            False  ...             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 25            False  ...             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 26            False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27            False  ...             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 28            False  ...             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 29            False  ...             False   601baaab60c8320221e3c1d902u.png   \n",
       " 30            False  ...             False   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " 31            False  ...             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32            False  ...             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33            False  ...             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34            False  ...             False  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 35            False  ...             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36            False  ...             False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 37            False  ...             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38            False  ...             False   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 39            False  ...             False   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " \n",
       "                recruiter.recruiterId comp.compId  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38   9730786.0   \n",
       " 1   7f4e7e8ef7261892f9139596f2e1a7af   2250604.0   \n",
       " 2   871518775391643a04bdffecc9c81011   1103040.0   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   8112968.0   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0   9491766.0   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0   9491766.0   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b         NaN   \n",
       " 7   74207202b9a1882cbe061eb681f898fc  13315477.0   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589   8916227.0   \n",
       " 9   fcbe20e241c3fb89f50e0e7d6db6b154   7891491.0   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8   8112968.0   \n",
       " 11  ef813c13d17ddf72662825202deeb056         NaN   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2    873330.0   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd   9491766.0   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1         NaN   \n",
       " 15  ec2448066ad5cdf94f25083a3243b675         NaN   \n",
       " 16  57a52ed73fed146b4c632be0178bfd3f   8506529.0   \n",
       " 17  22ab2b1a88769c3259935c280d474240   8275623.0   \n",
       " 18  09129a3bc6f13614e4e32c50af3d5f75  12773635.0   \n",
       " 19  4df980208f61abaa845b1031e141f2ce         NaN   \n",
       " 20  8d90c26ed477481c5bfe988e1b72f121   9283329.0   \n",
       " 21  375a1dfe17607510a0693c119d820cfb         NaN   \n",
       " 22  ed79e9abb562c2c2e3f3af8aab9ad0d7   7863327.0   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6   7932064.0   \n",
       " 24  80a35acbf6b5573c5c8cd7b9f6ba8101   2664546.0   \n",
       " 25  3466dbf14ff3a1923d3d8a2c8cd5b370  13032765.0   \n",
       " 26  308332da68f592edf82050c4b8bff969  13032765.0   \n",
       " 27  cd24cb737616cf6b537f73a32e6c2ba3    873330.0   \n",
       " 28  a3c89b1765f955f21481c55033648d88   8598051.0   \n",
       " 29  77ca96ebd1c0d4c9b55b81912526b943   8361671.0   \n",
       " 30  7829c0aa95f568cada116b3e040ec67e         NaN   \n",
       " 31  71e39b9fa38c7913909ac669ef10aa84   9660700.0   \n",
       " 32  0f80a6460fa3a5f3c33c5fd0dac95307   7932064.0   \n",
       " 33  e8c70da123d6c7e1efcb8675c412f368   6629285.0   \n",
       " 34  47227c6fbfcd952686963be95b15422d         NaN   \n",
       " 35  69bf0604ae10eb243f03c06e2c7db374    803274.0   \n",
       " 36  ffb961ad0561780d685123d92072146b  12912133.0   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   6629285.0   \n",
       " 38  2b6b0643bf65c612313162312f0bffed   8307104.0   \n",
       " 39  8fc7562cc0d10f9479c452c56622eaa4         NaN   \n",
       " \n",
       "                       comp.compLogo comp.compScale comp.compIndustry  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png       100-499人       电子/半导体/集成电路   \n",
       " 1   5bfe97f674719df0ac99562403a.png    5000-10000人           房地产开发经营   \n",
       " 2   5bfea3d874719d2aa34c9d1703a.png     1000-2000人          运营商/增值服务   \n",
       " 3   6274ee6d04a5ff469b10880402u.png         50-99人            贸易/进出口   \n",
       " 4   60a497de907306298575785f03u.png       100-499人              人工智能   \n",
       " 5   60a497de907306298575785f03u.png       100-499人              人工智能   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png       500-999人             机械/设备   \n",
       " 7   61b07937d0458d53c627567e02u.jpg       100-499人              IT服务   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg    5000-10000人              医疗器械   \n",
       " 9   62fc68011daaa21b59c94d3305u.png       100-499人              电子商务   \n",
       " 10  6274ee6d04a5ff469b10880402u.png         50-99人            贸易/进出口   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png     2000-5000人          食品/饮料/酒水   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png       10000人以上                日化   \n",
       " 13  60a497de907306298575785f03u.png       100-499人              人工智能   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png       10000人以上              医疗器械   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png       10000人以上          食品/饮料/酒水   \n",
       " 16  5952237b7032381b6822192505a.jpg    5000-10000人              医疗器械   \n",
       " 17  5bfe916674719d35745ad29703a.png     2000-5000人                制药   \n",
       " 18  60b831ef7cc07936e59f518306u.png       100-499人              仪器仪表   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                              互联网   \n",
       " 20  59dc78457832e11b880f044c05a.png          1-49人            专业技术服务   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png     2000-5000人                日化   \n",
       " 22  5cc116c89fae687d43343d7308u.png    5000-10000人              通信设备   \n",
       " 23  5bfe8edd74719d35745a548603a.png       100-499人                制药   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png     2000-5000人             计算机软件   \n",
       " 25  628c584cb244352e0e92248608u.png     2000-5000人          服装/纺织/皮革   \n",
       " 26  628c584cb244352e0e92248608u.png     2000-5000人          服装/纺织/皮革   \n",
       " 27  54d1e9c6712e7147fd813b3801a.png       10000人以上                日化   \n",
       " 28  59029b747032a701b89b8b7a04a.jpg     1000-2000人             计算机软件   \n",
       " 29  5ed700f4ec4db462f82e4ddf01u.png       10000人以上               互联网   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png    5000-10000人          食品/饮料/酒水   \n",
       " 31  5f30a76e556e7a7b1280cc3006u.png     1000-2000人               互联网   \n",
       " 32  5bfe8edd74719d35745a548603a.png       100-499人                制药   \n",
       " 33  5bfea15d74719d2aa34c24f803a.png     2000-5000人              IT服务   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png     2000-5000人                日化   \n",
       " 35  5ff42565bebf7311a41e860005u.png       500-999人                游戏   \n",
       " 36  612f1b02303e5d0d667cd9bb06u.png         50-99人              咨询服务   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png     2000-5000人              IT服务   \n",
       " 38  616e7903bbe0bb0ec5705fe401u.png     1000-2000人                游戏   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png       100-499人              IT服务   \n",
       " \n",
       "       comp.compName                                 comp.link comp.compStage  \n",
       " 0              京邦集团   https://www.liepin.com/company/9730786/            NaN  \n",
       " 1      时代中国控股集团有限公司   https://www.liepin.com/company/2250604/            NaN  \n",
       " 2             中数通信息   https://www.liepin.com/company/1103040/            NaN  \n",
       " 3              仙婷集团   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4        文远知行WeRide   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5        文远知行WeRide   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6      某广州大型机械/设备公司                                                    融资未公开  \n",
       " 7    广州市新目标电子商务有限公司  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8           西门子医疗系统   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9      广州麦优网络科技有限公司   https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 10             仙婷集团   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11  某国内大型食品/饮料/日化公司                                                    融资未公开  \n",
       " 12         广州宝洁有限公司    https://www.liepin.com/company/873330/            NaN  \n",
       " 13       文远知行WeRide   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14      某上海大型医疗器械公司                                                    融资未公开  \n",
       " 15  某广州大型食品/饮料/酒水公司                                                    融资未公开  \n",
       " 16              丹纳赫   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17             康方生物   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18     索恩照明(广州)有限公司  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19         某广州互联网公司                                                      NaN  \n",
       " 20     即能科技(广州)有限公司   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21        某国内大型日化公司                                                    融资未公开  \n",
       " 22             润建股份   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23    广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24             汇丰软件   https://www.liepin.com/company/2664546/             其他  \n",
       " 25            斯凯奇中国  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26            斯凯奇中国  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27         广州宝洁有限公司    https://www.liepin.com/company/873330/            NaN  \n",
       " 28   上海华钦信息科技股份有限公司   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29   上海汉得信息技术股份有限公司   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30  某广州大型食品/饮料/酒水公司                                                    融资未公开  \n",
       " 31     嫚熙控股(广州)有限公司   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32    广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33        恩梯梯数据(中国)   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34       某国内大型快消品公司                                                    融资未公开  \n",
       " 35             广州百田    https://www.liepin.com/company/803274/            已上市  \n",
       " 36  贝兰格投资咨询(广州)有限公司  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37        恩梯梯数据(中国)   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38     英雄互娱科技股份有限公司   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39        某广州IT服务公司                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"imId\":\"5fdfb4259befbf0716...   \n",
       " 1   {\"jobId\":\"57326451\",\"imId\":\"5e5d95960f37ddf688...   \n",
       " 2   {\"jobId\":\"57754271\",\"imId\":\"180268114ec479913e...   \n",
       " 3   {\"jobId\":\"50965433\",\"imId\":\"0ce6f53a162e27cc94...   \n",
       " 4   {\"jobId\":\"55703639\",\"imId\":\"e2b135092ee70a2ae9...   \n",
       " 5   {\"jobId\":\"55703543\",\"imId\":\"e2b135092ee70a2ae9...   \n",
       " 6   {\"jobId\":\"44053277\",\"imId\":\"d874c5f87567784901...   \n",
       " 7   {\"jobId\":\"57679297\",\"imId\":\"c161b9ea744ffb27d0...   \n",
       " 8   {\"jobId\":\"56689685\",\"imId\":\"8595d9ba8d1a1a2d80...   \n",
       " 9   {\"jobId\":\"57632745\",\"imId\":\"6e308ed6b5145fdb78...   \n",
       " 10  {\"jobId\":\"57794503\",\"imId\":\"0ce6f53a162e27cc94...   \n",
       " 11  {\"jobId\":\"44113675\",\"imId\":\"7908151abdbef12e2e...   \n",
       " 12  {\"jobId\":\"57001973\",\"imId\":\"fadfc2ceb1f0029d4a...   \n",
       " 13  {\"jobId\":\"57223711\",\"imId\":\"6fa10ff6ea77d09152...   \n",
       " 14  {\"jobId\":\"43492441\",\"imId\":\"985c18edc2b4008b04...   \n",
       " 15  {\"jobId\":\"44978805\",\"imId\":\"d9615c119bb132bd55...   \n",
       " 16  {\"jobId\":\"56876529\",\"imId\":\"24c1cab13ef9bc2e80...   \n",
       " 17  {\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...   \n",
       " 18  {\"jobId\":\"48604689\",\"imId\":\"ef271aa98fbd861561...   \n",
       " 19  {\"jobId\":\"44709427\",\"imId\":\"6576d39ac3d6a46933...   \n",
       " 20  {\"jobId\":\"30477665\",\"imId\":\"edbe6a7c4ed9d6e5aa...   \n",
       " 21  {\"jobId\":\"45187159\",\"imId\":\"37476b87b3e233679f...   \n",
       " 22  {\"jobId\":\"56295007\",\"imId\":\"beff7093463e459a61...   \n",
       " 23  {\"jobId\":\"35923437\",\"imId\":\"18f5af2ced812a43d6...   \n",
       " 24  {\"jobId\":\"43037645\",\"imId\":\"bd0efb08acc7704271...   \n",
       " 25  {\"jobId\":\"50466807\",\"imId\":\"feaaf399e43a569d29...   \n",
       " 26  {\"jobId\":\"55829685\",\"imId\":\"7b8081a6d08696bafa...   \n",
       " 27  {\"jobId\":\"54145433\",\"imId\":\"0d2213fbc6520bd4e4...   \n",
       " 28  {\"jobId\":\"50173893\",\"imId\":\"96080c821aff5629f1...   \n",
       " 29  {\"jobId\":\"57403583\",\"imId\":\"927752d28c878e66e4...   \n",
       " 30  {\"jobId\":\"43309883\",\"imId\":\"50fe96bee43de82980...   \n",
       " 31  {\"jobId\":\"55992453\",\"imId\":\"ecb69f58b8af2fa07b...   \n",
       " 32  {\"jobId\":\"48554057\",\"imId\":\"767685575712890413...   \n",
       " 33  {\"jobId\":\"23154709\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " 34  {\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...   \n",
       " 35  {\"jobId\":\"48905275\",\"imId\":\"9e5b45289ab5581e33...   \n",
       " 36  {\"jobId\":\"46626189\",\"imId\":\"81d856a45c0e72274e...   \n",
       " 37  {\"jobId\":\"25415919\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " 38  {\"jobId\":\"31935443\",\"imId\":\"d458df6acc95070899...   \n",
       " 39  {\"jobId\":\"45263747\",\"imId\":\"3a5b505a337c783db0...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                       [供应链产品, 数据分析]  57816811   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  55703639   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 8                                                  []  56689685   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  57632745   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14                                                 []  43492441   \n",
       " 15                                             [to C]  44978805   \n",
       " 16                                                 []  56876529   \n",
       " 17                                             [泌尿外科]  57157157   \n",
       " 18                                                 []  48604689   \n",
       " 19                                             [软件开发]  44709427   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 23                                                 []  35923437   \n",
       " 24                                                 []  43037645   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 26                                                 []  55829685   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583   \n",
       " 30                                                 []  43309883   \n",
       " 31                                             [品牌策划]  55992453   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 33                                                 []  23154709   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 36                                                 []  46626189   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                                             [数据分析]  31935443   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " \n",
       "    job.refreshTime job.jobKind  job.topJob  \\\n",
       " 0   20230415094344           2        True   \n",
       " 1   20230412110555           2        True   \n",
       " 2   20230412172946           2        True   \n",
       " 3   20230414103329           2       False   \n",
       " 4   20230228112317           2       False   \n",
       " 5   20230228112317           2       False   \n",
       " 6   20230414151957           1       False   \n",
       " 7   20230410215438           2       False   \n",
       " 8   20230303234707           2       False   \n",
       " 9   20230415110401           2       False   \n",
       " 10  20230414103329           2       False   \n",
       " 11  20230306145244           1       False   \n",
       " 12  20230412111136           2       False   \n",
       " 13  20230412190939           2       False   \n",
       " 14  20230412101855           1       False   \n",
       " 15  20230413114524           1       False   \n",
       " 16  20230415113405           2       False   \n",
       " 17  20230321153342           2       False   \n",
       " 18  20230301100715           2       False   \n",
       " 19  20230324111137           1       False   \n",
       " 20  20230413103006           2       False   \n",
       " 21  20230411142619           1       False   \n",
       " 22  20230221094711           2       False   \n",
       " 23  20220319162445           2       False   \n",
       " 24  20210913204744           2       False   \n",
       " 25  20221116184947           2       False   \n",
       " 26  20230206112123           2       False   \n",
       " 27  20230414104936           2       False   \n",
       " 28  20230324093022           2       False   \n",
       " 29  20230329180701           2       False   \n",
       " 30  20230208175714           1       False   \n",
       " 31  20230412154954           2       False   \n",
       " 32  20230411104123           2       False   \n",
       " 33  20200728103437           2       False   \n",
       " 34  20230413101755           1       False   \n",
       " 35  20220928174530           2       False   \n",
       " 36  20220215115047           2       False   \n",
       " 37  20210615114605           2       False   \n",
       " 38  20200921191755           2       False   \n",
       " 39  20230414171831           1       False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  ...  \\\n",
       " 0                                         产品经理助理    5-7k·13薪  广州-番禺区  ...   \n",
       " 1                                         IT产品经理      20-26k  广州-越秀区  ...   \n",
       " 2                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  ...   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 6                           产品经理/Product Manager      20-30k      广州  ...   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区  ...   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区  ...   \n",
       " 9                                高级跨境产品经理（Yep品牌）      25-35k      广州  ...   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区  ...   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区  ...   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区  ...   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州  ...   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州  ...   \n",
       " 15                          eWMS Product Manager  20-40k·15薪      广州  ...   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区  ...   \n",
       " 17                                        医药产品经理  25-30k·14薪  广州-越秀区  ...   \n",
       " 18                                        助理产品经理  15-25k·13薪  广州-黄埔区  ...   \n",
       " 19                                          产品经理  25-35k·14薪      广州  ...   \n",
       " 20                                          产品经理  18-40k·14薪  广州-越秀区  ...   \n",
       " 21  Assistant Product Manager / Product Manager   18-30k·13薪      广州  ...   \n",
       " 22                                 产品经理（企业数字化转型）       6-10k  广州-天河区  ...   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州  ...   \n",
       " 24                                        数码产品经理        薪资面议      广州  ...   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区  ...   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  广州-天河区  ...   \n",
       " 27                          eWMS Product Manager        薪资面议  广州-天河区  ...   \n",
       " 28                                            PM  17-30k·13薪  广州-天河区  ...   \n",
       " 29                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区  ...   \n",
       " 30                               Product Manager  30-40k·13薪  广州-天河区  ...   \n",
       " 31                                        产品策划经理      15-25k  广州-白云区  ...   \n",
       " 32                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区  ...   \n",
       " 33                                        数字营销PM        薪资面议  广州-天河区  ...   \n",
       " 34                              Product Manager       25-30k      广州  ...   \n",
       " 35                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  ...   \n",
       " 36                               Product Manager   8-16k·13薪  广州-天河区  ...   \n",
       " 37                                          活动PM        薪资面议      广州  ...   \n",
       " 38                                          游戏PM  15-30k·13薪  广州-海珠区  ...   \n",
       " 39                                          产品经理      20-30k      广州  ...   \n",
       " \n",
       "         recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                                 c8d145acb0a3162c59941f318d428c38   \n",
       " 1                      人事行政中心负责人  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2                                 871518775391643a04bdffecc9c81011   \n",
       " 3                  HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6                           猎头顾问  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7                            HRM  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   Recruiter-Talent Acquisition  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9                    招聘经理/HRBP经理  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10                 HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11                          猎头顾问  ef813c13d17ddf72662825202deeb056   \n",
       " 12                     Recruiter  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                          招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                          猎头顾问  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15                          猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16                        人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                    高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       " 18                          招聘经理  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19                          猎头顾问  4df980208f61abaa845b1031e141f2ce   \n",
       " 20                          HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21                          猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       " 22                          招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23                            HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24                           112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                                3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       " 27                          招聘经理  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28                            HR  a3c89b1765f955f21481c55033648d88   \n",
       " 29                            HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30                          猎头顾问  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31                           HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32                                0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34                          猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       " 35                                69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36                        人力资源总监  ffb961ad0561780d685123d92072146b   \n",
       " 37                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38                        人力资源管理  2b6b0643bf65c612313162312f0bffed   \n",
       " 39                          猎头顾问  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg   9730786.0             京邦集团   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg   2250604.0     时代中国控股集团有限公司   \n",
       " 2    571885ea45ce00977366da9105a.jpg   1103040.0            中数通信息   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg         NaN     某广州大型机械/设备公司   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   8916227.0          西门子医疗系统   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg   7891491.0     广州麦优网络科技有限公司   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 12   63a9534728c57209b0f4aa0505u.png    873330.0         广州宝洁有限公司   \n",
       " 13   63a46574fd38b10039f0b94b05u.png   9491766.0       文远知行WeRide   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png         NaN      某上海大型医疗器械公司   \n",
       " 15   62f7aab56555120790d6013103u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg   8506529.0              丹纳赫   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg   8275623.0             康方生物   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  12773635.0     索恩照明(广州)有限公司   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg         NaN         某广州互联网公司   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg   9283329.0     即能科技(广州)有限公司   \n",
       " 21   6100c9081d756a75997a266703u.jpg         NaN        某国内大型日化公司   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0             润建股份   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg   2664546.0             汇丰软件   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  13032765.0            斯凯奇中国   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  13032765.0            斯凯奇中国   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg    873330.0         广州宝洁有限公司   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg   8598051.0   上海华钦信息科技股份有限公司   \n",
       " 29   601baaab60c8320221e3c1d902u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0     嫚熙控股(广州)有限公司   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg         NaN       某国内大型快消品公司   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg    803274.0             广州百田   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg   8307104.0     英雄互娱科技股份有限公司   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png         NaN        某广州IT服务公司   \n",
       " \n",
       "    comp.compScale                    comp.compLogo  comp.compIndustry  \\\n",
       " 0        100-499人  6260c4f2d16c9b55d258a16501u.png        电子/半导体/集成电路   \n",
       " 1     5000-10000人  5bfe97f674719df0ac99562403a.png            房地产开发经营   \n",
       " 2      1000-2000人  5bfea3d874719d2aa34c9d1703a.png           运营商/增值服务   \n",
       " 3          50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 5        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 6        500-999人  60e2fe0bf3df194a3c48adb502u.png              机械/设备   \n",
       " 7        100-499人  61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 8     5000-10000人  5c0dfd9f570cb120f184080203u.jpg               医疗器械   \n",
       " 9        100-499人  62fc68011daaa21b59c94d3305u.png               电子商务   \n",
       " 10         50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 11     2000-5000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 12       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 13       100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 14       10000人以上  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 15       10000人以上  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 16    5000-10000人  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 17     2000-5000人  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 18       100-499人  60b831ef7cc07936e59f518306u.png               仪器仪表   \n",
       " 19                 60e2fe0bf3df194a3c48adb502u.png                互联网   \n",
       " 20          1-49人  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 21     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 22    5000-10000人  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 23       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 24     2000-5000人  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 25     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 26     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 27       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 28     1000-2000人  59029b747032a701b89b8b7a04a.jpg              计算机软件   \n",
       " 29       10000人以上  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 30    5000-10000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 31     1000-2000人  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 32       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 33     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 34     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 35       500-999人  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 36         50-99人  612f1b02303e5d0d667cd9bb06u.png               咨询服务   \n",
       " 37     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 38     1000-2000人  616e7903bbe0bb0ec5705fe401u.png                 游戏   \n",
       " 39       100-499人  60e2fe0bf3df194a3c48adb502u.png               IT服务   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9730786/            NaN  \n",
       " 1    https://www.liepin.com/company/2250604/            NaN  \n",
       " 2    https://www.liepin.com/company/1103040/            NaN  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14                                                    融资未公开  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19                                                      NaN  \n",
       " 20   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21                                                    融资未公开  \n",
       " 22   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27    https://www.liepin.com/company/873330/            NaN  \n",
       " 28   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30                                                    融资未公开  \n",
       " 31   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34                                                    融资未公开  \n",
       " 35    https://www.liepin.com/company/803274/            已上市  \n",
       " 36  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"imId\":\"5fdfb4259befbf0716...   \n",
       " 1   {\"jobId\":\"57326451\",\"imId\":\"5e5d95960f37ddf688...   \n",
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       " 9   {\"jobId\":\"57632745\",\"imId\":\"6e308ed6b5145fdb78...   \n",
       " 10  {\"jobId\":\"57794503\",\"imId\":\"0ce6f53a162e27cc94...   \n",
       " 11  {\"jobId\":\"44113675\",\"imId\":\"7908151abdbef12e2e...   \n",
       " 12  {\"jobId\":\"57001973\",\"imId\":\"fadfc2ceb1f0029d4a...   \n",
       " 13  {\"jobId\":\"57223711\",\"imId\":\"6fa10ff6ea77d09152...   \n",
       " 14  {\"jobId\":\"43492441\",\"imId\":\"985c18edc2b4008b04...   \n",
       " 15  {\"jobId\":\"44978805\",\"imId\":\"d9615c119bb132bd55...   \n",
       " 16  {\"jobId\":\"56876529\",\"imId\":\"24c1cab13ef9bc2e80...   \n",
       " 17  {\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...   \n",
       " 18  {\"jobId\":\"48604689\",\"imId\":\"ef271aa98fbd861561...   \n",
       " 19  {\"jobId\":\"44709427\",\"imId\":\"6576d39ac3d6a46933...   \n",
       " 20  {\"jobId\":\"30477665\",\"imId\":\"edbe6a7c4ed9d6e5aa...   \n",
       " 21  {\"jobId\":\"45187159\",\"imId\":\"37476b87b3e233679f...   \n",
       " 22  {\"jobId\":\"56295007\",\"imId\":\"beff7093463e459a61...   \n",
       " 23  {\"jobId\":\"35923437\",\"imId\":\"18f5af2ced812a43d6...   \n",
       " 24  {\"jobId\":\"43037645\",\"imId\":\"bd0efb08acc7704271...   \n",
       " 25  {\"jobId\":\"50466807\",\"imId\":\"feaaf399e43a569d29...   \n",
       " 26  {\"jobId\":\"55829685\",\"imId\":\"7b8081a6d08696bafa...   \n",
       " 27  {\"jobId\":\"54145433\",\"imId\":\"0d2213fbc6520bd4e4...   \n",
       " 28  {\"jobId\":\"50173893\",\"imId\":\"96080c821aff5629f1...   \n",
       " 29  {\"jobId\":\"57403583\",\"imId\":\"927752d28c878e66e4...   \n",
       " 30  {\"jobId\":\"43309883\",\"imId\":\"50fe96bee43de82980...   \n",
       " 31  {\"jobId\":\"55992453\",\"imId\":\"ecb69f58b8af2fa07b...   \n",
       " 32  {\"jobId\":\"48554057\",\"imId\":\"767685575712890413...   \n",
       " 33  {\"jobId\":\"23154709\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " 34  {\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...   \n",
       " 35  {\"jobId\":\"48905275\",\"imId\":\"9e5b45289ab5581e33...   \n",
       " 36  {\"jobId\":\"46626189\",\"imId\":\"81d856a45c0e72274e...   \n",
       " 37  {\"jobId\":\"25415919\",\"imId\":\"b76b2be27ab4a47460...   \n",
       " 38  {\"jobId\":\"31935443\",\"imId\":\"d458df6acc95070899...   \n",
       " 39  {\"jobId\":\"45263747\",\"imId\":\"3a5b505a337c783db0...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                       [供应链产品, 数据分析]  57816811   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  55703639   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  55703543   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297   \n",
       " 8                                                  []  56689685   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  57632745   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 11                                           [web端产品]  44113675   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 14                                                 []  43492441   \n",
       " 15                                             [to C]  44978805   \n",
       " 16                                                 []  56876529   \n",
       " 17                                             [泌尿外科]  57157157   \n",
       " 18                                                 []  48604689   \n",
       " 19                                             [软件开发]  44709427   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007   \n",
       " 23                                                 []  35923437   \n",
       " 24                                                 []  43037645   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 26                                                 []  55829685   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583   \n",
       " 30                                                 []  43309883   \n",
       " 31                                             [品牌策划]  55992453   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 33                                                 []  23154709   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 36                                                 []  46626189   \n",
       " 37                                             [增长产品]  25415919   \n",
       " 38                                             [数据分析]  31935443   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " \n",
       "    job.refreshTime job.jobKind  job.topJob  \\\n",
       " 0   20230415094344           2        True   \n",
       " 1   20230412110555           2        True   \n",
       " 2   20230412172946           2        True   \n",
       " 3   20230414103329           2       False   \n",
       " 4   20230228112317           2       False   \n",
       " 5   20230228112317           2       False   \n",
       " 6   20230414151957           1       False   \n",
       " 7   20230410215438           2       False   \n",
       " 8   20230303234707           2       False   \n",
       " 9   20230415110401           2       False   \n",
       " 10  20230414103329           2       False   \n",
       " 11  20230306145244           1       False   \n",
       " 12  20230412111136           2       False   \n",
       " 13  20230412190939           2       False   \n",
       " 14  20230412101855           1       False   \n",
       " 15  20230413114524           1       False   \n",
       " 16  20230415113405           2       False   \n",
       " 17  20230321153342           2       False   \n",
       " 18  20230301100715           2       False   \n",
       " 19  20230324111137           1       False   \n",
       " 20  20230413103006           2       False   \n",
       " 21  20230411142619           1       False   \n",
       " 22  20230221094711           2       False   \n",
       " 23  20220319162445           2       False   \n",
       " 24  20210913204744           2       False   \n",
       " 25  20221116184947           2       False   \n",
       " 26  20230206112123           2       False   \n",
       " 27  20230414104936           2       False   \n",
       " 28  20230324093022           2       False   \n",
       " 29  20230329180701           2       False   \n",
       " 30  20230208175714           1       False   \n",
       " 31  20230412154954           2       False   \n",
       " 32  20230411104123           2       False   \n",
       " 33  20200728103437           2       False   \n",
       " 34  20230413101755           1       False   \n",
       " 35  20220928174530           2       False   \n",
       " 36  20220215115047           2       False   \n",
       " 37  20210615114605           2       False   \n",
       " 38  20200921191755           2       False   \n",
       " 39  20230414171831           1       False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  ...  \\\n",
       " 0                                         产品经理助理    5-7k·13薪  广州-番禺区  ...   \n",
       " 1                                         IT产品经理      20-26k  广州-越秀区  ...   \n",
       " 2                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区  ...   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区  ...   \n",
       " 6                           产品经理/Product Manager      20-30k      广州  ...   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区  ...   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区  ...   \n",
       " 9                                高级跨境产品经理（Yep品牌）      25-35k      广州  ...   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区  ...   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区  ...   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区  ...   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州  ...   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州  ...   \n",
       " 15                          eWMS Product Manager  20-40k·15薪      广州  ...   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区  ...   \n",
       " 17                                        医药产品经理  25-30k·14薪  广州-越秀区  ...   \n",
       " 18                                        助理产品经理  15-25k·13薪  广州-黄埔区  ...   \n",
       " 19                                          产品经理  25-35k·14薪      广州  ...   \n",
       " 20                                          产品经理  18-40k·14薪  广州-越秀区  ...   \n",
       " 21  Assistant Product Manager / Product Manager   18-30k·13薪      广州  ...   \n",
       " 22                                 产品经理（企业数字化转型）       6-10k  广州-天河区  ...   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州  ...   \n",
       " 24                                        数码产品经理        薪资面议      广州  ...   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区  ...   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  广州-天河区  ...   \n",
       " 27                          eWMS Product Manager        薪资面议  广州-天河区  ...   \n",
       " 28                                            PM  17-30k·13薪  广州-天河区  ...   \n",
       " 29                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区  ...   \n",
       " 30                               Product Manager  30-40k·13薪  广州-天河区  ...   \n",
       " 31                                        产品策划经理      15-25k  广州-白云区  ...   \n",
       " 32                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区  ...   \n",
       " 33                                        数字营销PM        薪资面议  广州-天河区  ...   \n",
       " 34                              Product Manager       25-30k      广州  ...   \n",
       " 35                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区  ...   \n",
       " 36                               Product Manager   8-16k·13薪  广州-天河区  ...   \n",
       " 37                                          活动PM        薪资面议      广州  ...   \n",
       " 38                                          游戏PM  15-30k·13薪  广州-海珠区  ...   \n",
       " 39                                          产品经理      20-30k      广州  ...   \n",
       " \n",
       "         recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                                 c8d145acb0a3162c59941f318d428c38   \n",
       " 1                      人事行政中心负责人  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2                                 871518775391643a04bdffecc9c81011   \n",
       " 3                  HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5                           HRBP  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6                           猎头顾问  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7                            HRM  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   Recruiter-Talent Acquisition  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9                    招聘经理/HRBP经理  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10                 HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11                          猎头顾问  ef813c13d17ddf72662825202deeb056   \n",
       " 12                     Recruiter  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13                          招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14                          猎头顾问  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15                          猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16                        人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17                    高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       " 18                          招聘经理  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19                          猎头顾问  4df980208f61abaa845b1031e141f2ce   \n",
       " 20                          HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21                          猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       " 22                          招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23                            HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24                           112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25                                3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26                    人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       " 27                          招聘经理  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28                            HR  a3c89b1765f955f21481c55033648d88   \n",
       " 29                            HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30                          猎头顾问  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31                           HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32                                0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34                          猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       " 35                                69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36                        人力资源总监  ffb961ad0561780d685123d92072146b   \n",
       " 37                    Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38                        人力资源管理  2b6b0643bf65c612313162312f0bffed   \n",
       " 39                          猎头顾问  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg   9730786.0             京邦集团   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg   2250604.0     时代中国控股集团有限公司   \n",
       " 2    571885ea45ce00977366da9105a.jpg   1103040.0            中数通信息   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0       文远知行WeRide   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg         NaN     某广州大型机械/设备公司   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   广州市新目标电子商务有限公司   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   8916227.0          西门子医疗系统   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg   7891491.0     广州麦优网络科技有限公司   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8112968.0             仙婷集团   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png         NaN  某国内大型食品/饮料/日化公司   \n",
       " 12   63a9534728c57209b0f4aa0505u.png    873330.0         广州宝洁有限公司   \n",
       " 13   63a46574fd38b10039f0b94b05u.png   9491766.0       文远知行WeRide   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png         NaN      某上海大型医疗器械公司   \n",
       " 15   62f7aab56555120790d6013103u.png         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg   8506529.0              丹纳赫   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg   8275623.0             康方生物   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  12773635.0     索恩照明(广州)有限公司   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg         NaN         某广州互联网公司   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg   9283329.0     即能科技(广州)有限公司   \n",
       " 21   6100c9081d756a75997a266703u.jpg         NaN        某国内大型日化公司   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0             润建股份   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg   2664546.0             汇丰软件   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  13032765.0            斯凯奇中国   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  13032765.0            斯凯奇中国   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg    873330.0         广州宝洁有限公司   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg   8598051.0   上海华钦信息科技股份有限公司   \n",
       " 29   601baaab60c8320221e3c1d902u.png   8361671.0   上海汉得信息技术股份有限公司   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg         NaN  某广州大型食品/饮料/酒水公司   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0     嫚熙控股(广州)有限公司   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg   7932064.0    广东环凯微生物科技有限公司   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg         NaN       某国内大型快消品公司   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg    803274.0             广州百田   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0        恩梯梯数据(中国)   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg   8307104.0     英雄互娱科技股份有限公司   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png         NaN        某广州IT服务公司   \n",
       " \n",
       "    comp.compScale                    comp.compLogo  comp.compIndustry  \\\n",
       " 0        100-499人  6260c4f2d16c9b55d258a16501u.png        电子/半导体/集成电路   \n",
       " 1     5000-10000人  5bfe97f674719df0ac99562403a.png            房地产开发经营   \n",
       " 2      1000-2000人  5bfea3d874719d2aa34c9d1703a.png           运营商/增值服务   \n",
       " 3          50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 4        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 5        100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 6        500-999人  60e2fe0bf3df194a3c48adb502u.png              机械/设备   \n",
       " 7        100-499人  61b07937d0458d53c627567e02u.jpg               IT服务   \n",
       " 8     5000-10000人  5c0dfd9f570cb120f184080203u.jpg               医疗器械   \n",
       " 9        100-499人  62fc68011daaa21b59c94d3305u.png               电子商务   \n",
       " 10         50-99人  6274ee6d04a5ff469b10880402u.png             贸易/进出口   \n",
       " 11     2000-5000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 12       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 13       100-499人  60a497de907306298575785f03u.png               人工智能   \n",
       " 14       10000人以上  60e2fe0bf3df194a3c48adb502u.png               医疗器械   \n",
       " 15       10000人以上  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 16    5000-10000人  5952237b7032381b6822192505a.jpg               医疗器械   \n",
       " 17     2000-5000人  5bfe916674719d35745ad29703a.png                 制药   \n",
       " 18       100-499人  60b831ef7cc07936e59f518306u.png               仪器仪表   \n",
       " 19                 60e2fe0bf3df194a3c48adb502u.png                互联网   \n",
       " 20          1-49人  59dc78457832e11b880f044c05a.png             专业技术服务   \n",
       " 21     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 22    5000-10000人  5cc116c89fae687d43343d7308u.png               通信设备   \n",
       " 23       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 24     2000-5000人  5bfe92c174719d9f609a7b9603a.png              计算机软件   \n",
       " 25     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 26     2000-5000人  628c584cb244352e0e92248608u.png           服装/纺织/皮革   \n",
       " 27       10000人以上  54d1e9c6712e7147fd813b3801a.png                 日化   \n",
       " 28     1000-2000人  59029b747032a701b89b8b7a04a.jpg              计算机软件   \n",
       " 29       10000人以上  5ed700f4ec4db462f82e4ddf01u.png                互联网   \n",
       " 30    5000-10000人  60e2fe0bf3df194a3c48adb502u.png           食品/饮料/酒水   \n",
       " 31     1000-2000人  5f30a76e556e7a7b1280cc3006u.png                互联网   \n",
       " 32       100-499人  5bfe8edd74719d35745a548603a.png                 制药   \n",
       " 33     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 34     2000-5000人  60e2fe0bf3df194a3c48adb502u.png                 日化   \n",
       " 35       500-999人  5ff42565bebf7311a41e860005u.png                 游戏   \n",
       " 36         50-99人  612f1b02303e5d0d667cd9bb06u.png               咨询服务   \n",
       " 37     2000-5000人  5bfea15d74719d2aa34c24f803a.png               IT服务   \n",
       " 38     1000-2000人  616e7903bbe0bb0ec5705fe401u.png                 游戏   \n",
       " 39       100-499人  60e2fe0bf3df194a3c48adb502u.png               IT服务   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9730786/            NaN  \n",
       " 1    https://www.liepin.com/company/2250604/            NaN  \n",
       " 2    https://www.liepin.com/company/1103040/            NaN  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14                                                    融资未公开  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19                                                      NaN  \n",
       " 20   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21                                                    融资未公开  \n",
       " 22   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27    https://www.liepin.com/company/873330/            NaN  \n",
       " 28   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30                                                    融资未公开  \n",
       " 31   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34                                                    融资未公开  \n",
       " 35    https://www.liepin.com/company/803274/            已上市  \n",
       " 36  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       " 1   {\"jobId\":\"57326451\",\"userId\":\"7f4e7e8ef7261892...   \n",
       " 2   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...   \n",
       " 9   {\"jobId\":\"57632745\",\"userId\":\"fcbe20e241c3fb89...   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...   \n",
       " 11  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   \n",
       " 12  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...   \n",
       " 13  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...   \n",
       " 14  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...   \n",
       " 15  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   \n",
       " 16  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...   \n",
       " 17  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       " 18  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...   \n",
       " 19  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...   \n",
       " 20  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...   \n",
       " 21  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...   \n",
       " 22  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...   \n",
       " 23  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...   \n",
       " 24  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...   \n",
       " 25  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...   \n",
       " 26  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...   \n",
       " 27  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...   \n",
       " 28  {\"jobId\":\"50173893\",\"userId\":\"a3c89b1765f955f2...   \n",
       " 29  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...   \n",
       " 30  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   \n",
       " 31  {\"jobId\":\"55992453\",\"userId\":\"71e39b9fa38c7913...   \n",
       " 32  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...   \n",
       " 33  {\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 34  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       " 35  {\"jobId\":\"48905275\",\"userId\":\"69bf0604ae10eb24...   \n",
       " 36  {\"jobId\":\"46626189\",\"userId\":\"ffb961ad0561780d...   \n",
       " 37  {\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 38  {\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612...   \n",
       " 39  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...   \n",
       " \n",
       "                                              dataInfo    comp.compName  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             京邦集团   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     时代中国控股集团有限公司   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...            中数通信息   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             仙婷集团   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...       文远知行WeRide   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...       文远知行WeRide   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     某广州大型机械/设备公司   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   广州市新目标电子商务有限公司   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...          西门子医疗系统   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     广州麦优网络科技有限公司   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             仙婷集团   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...  某国内大型食品/饮料/日化公司   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...         广州宝洁有限公司   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...       文远知行WeRide   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...      某上海大型医疗器械公司   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...  某广州大型食品/饮料/酒水公司   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              丹纳赫   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             康方生物   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     索恩照明(广州)有限公司   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...         某广州互联网公司   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     即能科技(广州)有限公司   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...        某国内大型日化公司   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             润建股份   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...    广东环凯微生物科技有限公司   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             汇丰软件   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...            斯凯奇中国   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...            斯凯奇中国   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...         广州宝洁有限公司   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   上海华钦信息科技股份有限公司   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   上海汉得信息技术股份有限公司   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...  某广州大型食品/饮料/酒水公司   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     嫚熙控股(广州)有限公司   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...    广东环凯微生物科技有限公司   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...        恩梯梯数据(中国)   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...       某国内大型快消品公司   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...             广州百田   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...  贝兰格投资咨询(广州)有限公司   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...        恩梯梯数据(中国)   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     英雄互娱科技股份有限公司   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...        某广州IT服务公司   \n",
       " \n",
       "     comp.compId comp.compScale                    comp.compLogo  \\\n",
       " 0     9730786.0       100-499人  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1     2250604.0    5000-10000人  5bfe97f674719df0ac99562403a.png   \n",
       " 2     1103040.0     1000-2000人  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 3     8112968.0         50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       " 4     9491766.0       100-499人  60a497de907306298575785f03u.png   \n",
       " 5     9491766.0       100-499人  60a497de907306298575785f03u.png   \n",
       " 6           NaN       500-999人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7    13315477.0       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 8     8916227.0    5000-10000人  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9     7891491.0       100-499人  62fc68011daaa21b59c94d3305u.png   \n",
       " 10    8112968.0         50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       " 11          NaN     2000-5000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12     873330.0       10000人以上  54d1e9c6712e7147fd813b3801a.png   \n",
       " 13    9491766.0       100-499人  60a497de907306298575785f03u.png   \n",
       " 14          NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15          NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16    8506529.0    5000-10000人  5952237b7032381b6822192505a.jpg   \n",
       " 17    8275623.0     2000-5000人  5bfe916674719d35745ad29703a.png   \n",
       " 18   12773635.0       100-499人  60b831ef7cc07936e59f518306u.png   \n",
       " 19          NaN                 60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20    9283329.0          1-49人  59dc78457832e11b880f044c05a.png   \n",
       " 21          NaN     2000-5000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22    7863327.0    5000-10000人  5cc116c89fae687d43343d7308u.png   \n",
       " 23    7932064.0       100-499人  5bfe8edd74719d35745a548603a.png   \n",
       " 24    2664546.0     2000-5000人  5bfe92c174719d9f609a7b9603a.png   \n",
       " 25   13032765.0     2000-5000人  628c584cb244352e0e92248608u.png   \n",
       " 26   13032765.0     2000-5000人  628c584cb244352e0e92248608u.png   \n",
       " 27     873330.0       10000人以上  54d1e9c6712e7147fd813b3801a.png   \n",
       " 28    8598051.0     1000-2000人  59029b747032a701b89b8b7a04a.jpg   \n",
       " 29    8361671.0       10000人以上  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 30          NaN    5000-10000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31    9660700.0     1000-2000人  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 32    7932064.0       100-499人  5bfe8edd74719d35745a548603a.png   \n",
       " 33    6629285.0     2000-5000人  5bfea15d74719d2aa34c24f803a.png   \n",
       " 34          NaN     2000-5000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35     803274.0       500-999人  5ff42565bebf7311a41e860005u.png   \n",
       " 36   12912133.0         50-99人  612f1b02303e5d0d667cd9bb06u.png   \n",
       " 37    6629285.0     2000-5000人  5bfea15d74719d2aa34c24f803a.png   \n",
       " 38    8307104.0     1000-2000人  616e7903bbe0bb0ec5705fe401u.png   \n",
       " 39          NaN       100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0        电子/半导体/集成电路   https://www.liepin.com/company/9730786/   \n",
       " 1            房地产开发经营   https://www.liepin.com/company/2250604/   \n",
       " 2           运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 5               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 6              机械/设备                                             \n",
       " 7               IT服务  https://www.liepin.com/company/13315477/   \n",
       " 8               医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 9               电子商务   https://www.liepin.com/company/7891491/   \n",
       " 10            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 11          食品/饮料/酒水                                             \n",
       " 12                日化    https://www.liepin.com/company/873330/   \n",
       " 13              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 14              医疗器械                                             \n",
       " 15          食品/饮料/酒水                                             \n",
       " 16              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 17                制药   https://www.liepin.com/company/8275623/   \n",
       " 18              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       " 19               互联网                                             \n",
       " 20            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 21                日化                                             \n",
       " 22              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 23                制药   https://www.liepin.com/company/7932064/   \n",
       " 24             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 25          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 26          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 27                日化    https://www.liepin.com/company/873330/   \n",
       " 28             计算机软件   https://www.liepin.com/company/8598051/   \n",
       " 29               互联网   https://www.liepin.com/company/8361671/   \n",
       " 30          食品/饮料/酒水                                             \n",
       " 31               互联网   https://www.liepin.com/company/9660700/   \n",
       " 32                制药   https://www.liepin.com/company/7932064/   \n",
       " 33              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 34                日化                                             \n",
       " 35                游戏    https://www.liepin.com/company/803274/   \n",
       " 36              咨询服务  https://www.liepin.com/company/12912133/   \n",
       " 37              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 38                游戏   https://www.liepin.com/company/8307104/   \n",
       " 39              IT服务                                             \n",
       " \n",
       "                                            job.labels job.refreshTime  ...  \\\n",
       " 0                                       [供应链产品, 数据分析]  20230415094344  ...   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  20230412110555  ...   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  20230412172946  ...   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230414103329  ...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  20230228112317  ...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  20230228112317  ...   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  20230414151957  ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  20230410215438  ...   \n",
       " 8                                                  []  20230303234707  ...   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  20230415110401  ...   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230414103329  ...   \n",
       " 11                                           [web端产品]  20230306145244  ...   \n",
       " 12                                  [to C, 电子商务, 消费品]  20230412111136  ...   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  20230412190939  ...   \n",
       " 14                                                 []  20230412101855  ...   \n",
       " 15                                             [to C]  20230413114524  ...   \n",
       " 16                                                 []  20230415113405  ...   \n",
       " 17                                             [泌尿外科]  20230321153342  ...   \n",
       " 18                                                 []  20230301100715  ...   \n",
       " 19                                             [软件开发]  20230324111137  ...   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230413103006  ...   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  20230411142619  ...   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711  ...   \n",
       " 23                                                 []  20220319162445  ...   \n",
       " 24                                                 []  20210913204744  ...   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  20221116184947  ...   \n",
       " 26                                                 []  20230206112123  ...   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  20230414104936  ...   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  20230324093022  ...   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  20230329180701  ...   \n",
       " 30                                                 []  20230208175714  ...   \n",
       " 31                                             [品牌策划]  20230412154954  ...   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  20230411104123  ...   \n",
       " 33                                                 []  20200728103437  ...   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  20230413101755  ...   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  20220928174530  ...   \n",
       " 36                                                 []  20220215115047  ...   \n",
       " 37                                             [增长产品]  20210615114605  ...   \n",
       " 38                                             [数据分析]  20200921191755  ...   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  20230414171831  ...   \n",
       " \n",
       "    job.advViewFlag job.requireWorkYears recruiter.chatted  \\\n",
       " 0             True                 1-3年             False   \n",
       " 1             True                5-10年             False   \n",
       " 2             True                 3-5年             False   \n",
       " 3            False                 3-5年             False   \n",
       " 4            False                 3-5年             False   \n",
       " 5            False                 3-5年             False   \n",
       " 6            False                5-10年             False   \n",
       " 7            False                 3-5年             False   \n",
       " 8            False                5-10年             False   \n",
       " 9            False                5-10年             False   \n",
       " 10           False                 3-5年             False   \n",
       " 11           False                5-10年             False   \n",
       " 12           False                 经验不限             False   \n",
       " 13           False                 经验不限             False   \n",
       " 14           False                 3-5年             False   \n",
       " 15           False                 经验不限             False   \n",
       " 16           False                5-10年             False   \n",
       " 17           False                 1-3年             False   \n",
       " 18           False                5-10年             False   \n",
       " 19           False                10年以上             False   \n",
       " 20           False                5-10年             False   \n",
       " 21           False                5-10年             False   \n",
       " 22           False                 3-5年             False   \n",
       " 23           False                 3-5年             False   \n",
       " 24           False                 3-5年             False   \n",
       " 25           False                 3-5年             False   \n",
       " 26           False                5-10年             False   \n",
       " 27           False                5-10年             False   \n",
       " 28           False                5-10年             False   \n",
       " 29           False                 3-5年             False   \n",
       " 30           False                5-10年             False   \n",
       " 31           False                5-10年             False   \n",
       " 32           False                 3-5年             False   \n",
       " 33           False                5-10年             False   \n",
       " 34           False                 1-3年             False   \n",
       " 35           False                5-10年             False   \n",
       " 36           False                 3-5年             False   \n",
       " 37           False                 3-5年             False   \n",
       " 38           False                 3-5年             False   \n",
       " 39           False                5-10年             False   \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38  5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1   7f4e7e8ef7261892f9139596f2e1a7af  5e5d95960f37ddf6882b84a174d57208   \n",
       " 2   871518775391643a04bdffecc9c81011  180268114ec479913eaad1f295204b5b   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b  d874c5f87567784901ab80e4a8b96567   \n",
       " 7   74207202b9a1882cbe061eb681f898fc  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9   fcbe20e241c3fb89f50e0e7d6db6b154  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11  ef813c13d17ddf72662825202deeb056  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12  f7de5de3cbf7fd89b9bfda7f445931e2  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13  1147dd557533b4567e1472c76bc04ebd  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14  b61494f006ea807945c2c8b358b10fa1  985c18edc2b4008b04612e645251413c   \n",
       " 15  ec2448066ad5cdf94f25083a3243b675  d9615c119bb132bd55a0b6511a508218   \n",
       " 16  57a52ed73fed146b4c632be0178bfd3f  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17  22ab2b1a88769c3259935c280d474240  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 18  09129a3bc6f13614e4e32c50af3d5f75  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 19  4df980208f61abaa845b1031e141f2ce  6576d39ac3d6a469337193710fe42056   \n",
       " 20  8d90c26ed477481c5bfe988e1b72f121  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 21  375a1dfe17607510a0693c119d820cfb  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 22  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 23  7f371db882206fccd2bdf1809a52d3e6  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 24  80a35acbf6b5573c5c8cd7b9f6ba8101  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25  3466dbf14ff3a1923d3d8a2c8cd5b370  feaaf399e43a569d29323863fa1c0b93   \n",
       " 26  308332da68f592edf82050c4b8bff969  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27  cd24cb737616cf6b537f73a32e6c2ba3  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 28  a3c89b1765f955f21481c55033648d88  96080c821aff5629f19be04c8fd8e210   \n",
       " 29  77ca96ebd1c0d4c9b55b81912526b943  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 30  7829c0aa95f568cada116b3e040ec67e  50fe96bee43de82980764db4dc5d059d   \n",
       " 31  71e39b9fa38c7913909ac669ef10aa84  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 32  0f80a6460fa3a5f3c33c5fd0dac95307  767685575712890413dd84912f51618a   \n",
       " 33  e8c70da123d6c7e1efcb8675c412f368  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 34  47227c6fbfcd952686963be95b15422d  9cfdabc8878349689809d03804875792   \n",
       " 35  69bf0604ae10eb243f03c06e2c7db374  9e5b45289ab5581e337193710fe42056   \n",
       " 36  ffb961ad0561780d685123d92072146b  81d856a45c0e72274ebbef01db417cf0   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38  2b6b0643bf65c612313162312f0bffed  d458df6acc9507089941166e65ebdb6f   \n",
       " 39  8fc7562cc0d10f9479c452c56622eaa4  3a5b505a337c783db090656a5246961f   \n",
       " \n",
       "     recruiter.imUserType recruiter.recruiterName  \\\n",
       " 0                      2                     杜先生   \n",
       " 1                      2                     张女士   \n",
       " 2                      2                     陈女士   \n",
       " 3                      2                     吴女士   \n",
       " 4                      2                     侯先生   \n",
       " 5                      2                     侯先生   \n",
       " 6                      2                     谌女士   \n",
       " 7                      2                     樊女士   \n",
       " 8                      2                     翁女士   \n",
       " 9                      2                     徐先生   \n",
       " 10                     2                     吴女士   \n",
       " 11                     2                     曾女士   \n",
       " 12                     2                     冯先生   \n",
       " 13                     2                     程先生   \n",
       " 14                     2                     陈女士   \n",
       " 15                     2                     林先生   \n",
       " 16                     2                     王女士   \n",
       " 17                     2                     刘先生   \n",
       " 18                     2                     黄女士   \n",
       " 19                     2                     邓先生   \n",
       " 20                     2               Keli Tang   \n",
       " 21                     2                     宋女士   \n",
       " 22                     2                     黎先生   \n",
       " 23                     2                     陈女士   \n",
       " 24                     2                     张先生   \n",
       " 25                     2                     陈先生   \n",
       " 26                     2                     林女士   \n",
       " 27                     2                     杜先生   \n",
       " 28                     2                     刘女士   \n",
       " 29                     2                     俞女士   \n",
       " 30                     2                     陆女士   \n",
       " 31                     2                     郑先生   \n",
       " 32                     2                     陈女士   \n",
       " 33                     2                     刘女士   \n",
       " 34                     2                     孙女士   \n",
       " 35                     2                     唐女士   \n",
       " 36                     2                     赖先生   \n",
       " 37                     2                     刘女士   \n",
       " 38                     2                     邱女士   \n",
       " 39                     2                     蔡先生   \n",
       " \n",
       "         recruiter.recruiterTitle          recruiter.recruiterPhoto  \\\n",
       " 0                                  5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                      人事行政中心负责人   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2                                  571885ea45ce00977366da9105a.jpg   \n",
       " 3                  HR Specialist   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4                           HRBP   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5                           HRBP   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6                           猎头顾问   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7                            HRM   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   Recruiter-Talent Acquisition   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9                    招聘经理/HRBP经理   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 10                 HR Specialist   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                          猎头顾问   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 12                     Recruiter   63a9534728c57209b0f4aa0505u.png   \n",
       " 13                          招聘专家   63a46574fd38b10039f0b94b05u.png   \n",
       " 14                          猎头顾问   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 15                          猎头顾问   62f7aab56555120790d6013103u.png   \n",
       " 16                        人力资源专员   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 17                    高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg   \n",
       " 18                          招聘经理   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 19                          猎头顾问   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 20                          HRBP   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                          猎头顾问   6100c9081d756a75997a266703u.jpg   \n",
       " 22                          招聘主管   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23                            HR   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24                           112   5f8f986aea60860b75384fab08u.jpg   \n",
       " 25                                 5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 26                    人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27                          招聘经理   5f8f986aea60860b75384fab08u.jpg   \n",
       " 28                            HR   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 29                            HR   601baaab60c8320221e3c1d902u.png   \n",
       " 30                          猎头顾问   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " 31                           HRM   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32                                 5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33                    Consultant   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 34                          猎头顾问  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 35                                 5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36                        人力资源总监   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 37                    Consultant   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38                        人力资源管理   62903e4ce4c190153f6f304c06u.jpg   \n",
       " 39                          猎头顾问   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2             NaN  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9           融资未公开  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12            NaN  \n",
       " 13             C轮  \n",
       " 14          融资未公开  \n",
       " 15          融资未公开  \n",
       " 16            NaN  \n",
       " 17           港股上市  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21          融资未公开  \n",
       " 22         沪深A股上市  \n",
       " 23          融资未公开  \n",
       " 24             其他  \n",
       " 25            NaN  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28            NaN  \n",
       " 29            已上市  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32          融资未公开  \n",
       " 33            NaN  \n",
       " 34          融资未公开  \n",
       " 35            已上市  \n",
       " 36          融资未公开  \n",
       " 37            NaN  \n",
       " 38          科创板上市  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"c8d145acb0a3162c59941...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"7f4e7e8ef7261892f9139...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"fcbe20e241c3fb89f50e0...   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"7da08eb2dc102f58400ec...   \n",
       " 6   {\"jobKind\":\"1\",\"userId\":\"1ddf52f28236620a73d52...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"f08748e81b3b0757d734f...   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"871518775391643a04bdf...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       " 11  {\"jobKind\":\"1\",\"userId\":\"ef813c13d17ddf7266282...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfd...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...   \n",
       " 14  {\"jobKind\":\"1\",\"userId\":\"b61494f006ea807945c2c...   \n",
       " 15  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...   \n",
       " 17  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"09129a3bc6f13614e4e32...   \n",
       " 19  {\"jobKind\":\"1\",\"userId\":\"4df980208f61abaa845b1...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...   \n",
       " 21  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"cd24cb737616cf6b537f7...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"a3c89b1765f955f21481c...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...   \n",
       " 30  {\"jobKind\":\"1\",\"userId\":\"7829c0aa95f568cada116...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 34  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"ffb961ad0561780d68512...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...   \n",
       " 39  {\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c45...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                                       [供应链产品, 数据分析]           2   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]           2   \n",
       " 2                                  [广告产品, 广告行业, 团队管理]           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...           2   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...           2   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...           1   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]           2   \n",
       " 8                                                  []           2   \n",
       " 9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]           2   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2   \n",
       " 11                                           [web端产品]           1   \n",
       " 12                                  [to C, 电子商务, 消费品]           2   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2   \n",
       " 14                                                 []           1   \n",
       " 15                                             [to C]           1   \n",
       " 16                                                 []           2   \n",
       " 17                                             [泌尿外科]           2   \n",
       " 18                                                 []           2   \n",
       " 19                                             [软件开发]           1   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2   \n",
       " 21                                   [化妆品, 消费品, 产品开发]           1   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2   \n",
       " 23                                                 []           2   \n",
       " 24                                                 []           2   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]           2   \n",
       " 26                                                 []           2   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]           2   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...           2   \n",
       " 30                                                 []           1   \n",
       " 31                                             [品牌策划]           2   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2   \n",
       " 33                                                 []           2   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]           1   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]           2   \n",
       " 36                                                 []           2   \n",
       " 37                                             [增长产品]           2   \n",
       " 38                                             [数据分析]           2   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1   \n",
       " \n",
       "    job.refreshTime                                     job.title  job.salary  \\\n",
       " 0   20230415094344                                        产品经理助理    5-7k·13薪   \n",
       " 1   20230412110555                                        IT产品经理      20-26k   \n",
       " 2   20230415110401                               高级跨境产品经理（Yep品牌）      25-35k   \n",
       " 3   20230414103329                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   20230228112317                                  自动驾驶产品经理（PM）      25-35k   \n",
       " 5   20230228112317                                自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6   20230414151957                          产品经理/Product Manager      20-30k   \n",
       " 7   20230410215438                           产品经理Product Manager      20-25k   \n",
       " 8   20230303234707            Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9   20230412172946                                   产品经理-电信信息化部   8-12k·13薪   \n",
       " 10  20230414103329                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11  20230306145244                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 12  20230412111136                                      eWMS产品经理  20-40k·14薪   \n",
       " 13  20230412190939                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 14  20230412101855                                     产品销售经理-广州  20-40k·16薪   \n",
       " 15  20230413114524                          eWMS Product Manager  20-40k·15薪   \n",
       " 16  20230415113405                    Automation Product Manager  20-40k·13薪   \n",
       " 17  20230321153342                                        医药产品经理  25-30k·14薪   \n",
       " 18  20230301100715                                        助理产品经理  15-25k·13薪   \n",
       " 19  20230324111137                                          产品经理  25-35k·14薪   \n",
       " 20  20230413103006                                          产品经理  18-40k·14薪   \n",
       " 21  20230411142619  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 22  20230221094711                                 产品经理（企业数字化转型）       6-10k   \n",
       " 23  20220319162445                                  产品经理（工业消洗产品）      12-30k   \n",
       " 24  20210913204744                                        数码产品经理        薪资面议   \n",
       " 25  20221116184947                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 26  20230206112123                             产品经理-产品企划(J13606)      15-25k   \n",
       " 27  20230414104936                          eWMS Product Manager        薪资面议   \n",
       " 28  20230324093022                                            PM  17-30k·13薪   \n",
       " 29  20230329180701                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 30  20230208175714                               Product Manager  30-40k·13薪   \n",
       " 31  20230412154954                                        产品策划经理      15-25k   \n",
       " 32  20230411104123                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 33  20200728103437                                        数字营销PM        薪资面议   \n",
       " 34  20230413101755                              Product Manager       25-30k   \n",
       " 35  20220928174530                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 36  20220215115047                               Product Manager   8-16k·13薪   \n",
       " 37  20210615114605                                          活动PM        薪资面议   \n",
       " 38  20200921191755                                          游戏PM  15-30k·13薪   \n",
       " 39  20230414171831                                          产品经理      20-30k   \n",
       " \n",
       "     job.dq  job.topJob  job.advViewFlag  ...  \\\n",
       " 0   广州-番禺区        True             True  ...   \n",
       " 1   广州-越秀区        True             True  ...   \n",
       " 2       广州        True             True  ...   \n",
       " 3   广州-天河区       False            False  ...   \n",
       " 4   广州-海珠区       False            False  ...   \n",
       " 5   广州-海珠区       False            False  ...   \n",
       " 6       广州       False            False  ...   \n",
       " 7   广州-番禺区       False            False  ...   \n",
       " 8   广州-越秀区       False            False  ...   \n",
       " 9   广州-天河区       False            False  ...   \n",
       " 10  广州-天河区       False            False  ...   \n",
       " 11  广州-白云区       False            False  ...   \n",
       " 12  广州-天河区       False            False  ...   \n",
       " 13      广州       False            False  ...   \n",
       " 14      广州       False            False  ...   \n",
       " 15      广州       False            False  ...   \n",
       " 16  广州-天河区       False            False  ...   \n",
       " 17  广州-越秀区       False            False  ...   \n",
       " 18  广州-黄埔区       False            False  ...   \n",
       " 19      广州       False            False  ...   \n",
       " 20  广州-越秀区       False            False  ...   \n",
       " 21      广州       False            False  ...   \n",
       " 22  广州-天河区       False            False  ...   \n",
       " 23      广州       False            False  ...   \n",
       " 24      广州       False            False  ...   \n",
       " 25  广州-天河区       False            False  ...   \n",
       " 26  广州-天河区       False            False  ...   \n",
       " 27  广州-天河区       False            False  ...   \n",
       " 28  广州-天河区       False            False  ...   \n",
       " 29  广州-番禺区       False            False  ...   \n",
       " 30  广州-天河区       False            False  ...   \n",
       " 31  广州-白云区       False            False  ...   \n",
       " 32  广州-黄埔区       False            False  ...   \n",
       " 33  广州-天河区       False            False  ...   \n",
       " 34      广州       False            False  ...   \n",
       " 35  广州-天河区       False            False  ...   \n",
       " 36  广州-天河区       False            False  ...   \n",
       " 37      广州       False            False  ...   \n",
       " 38  广州-海珠区       False            False  ...   \n",
       " 39      广州       False            False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType recruiter.chatted  \\\n",
       " 0   5fdfb4259befbf07160bef405ccde8ba                    2             False   \n",
       " 1   5e5d95960f37ddf6882b84a174d57208                    2             False   \n",
       " 2   6e308ed6b5145fdb78f5885b11a76839                    2             False   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2             False   \n",
       " 4   e2b135092ee70a2ae950a599d250d4ad                    2             False   \n",
       " 5   e2b135092ee70a2ae950a599d250d4ad                    2             False   \n",
       " 6   d874c5f87567784901ab80e4a8b96567                    2             False   \n",
       " 7   c161b9ea744ffb27d0e00b26797bdaff                    2             False   \n",
       " 8   8595d9ba8d1a1a2d801c17c79e240538                    2             False   \n",
       " 9   180268114ec479913eaad1f295204b5b                    2             False   \n",
       " 10  0ce6f53a162e27cc9427b88c78d2ff1f                    2             False   \n",
       " 11  7908151abdbef12e2efebeb7f272cb14                    2             False   \n",
       " 12  fadfc2ceb1f0029d4ad85438c465a917                    2             False   \n",
       " 13  6fa10ff6ea77d091528dabef14b76f2d                    2             False   \n",
       " 14  985c18edc2b4008b04612e645251413c                    2             False   \n",
       " 15  d9615c119bb132bd55a0b6511a508218                    2             False   \n",
       " 16  24c1cab13ef9bc2e801c17c79e240538                    2             False   \n",
       " 17  d4cc4bca17cae276aefc9b4a2bd8879c                    2             False   \n",
       " 18  ef271aa98fbd8615613a615479ad0f1e                    2             False   \n",
       " 19  6576d39ac3d6a469337193710fe42056                    2             False   \n",
       " 20  edbe6a7c4ed9d6e5aaa70b13e477f173                    2             False   \n",
       " 21  37476b87b3e233679f90a7bcfdb96d0e                    2             False   \n",
       " 22  beff7093463e459a613348042573671f                    2             False   \n",
       " 23  18f5af2ced812a43d6a9d1214a39013b                    2             False   \n",
       " 24  bd0efb08acc7704271de52c3bc0b6279                    2             False   \n",
       " 25  feaaf399e43a569d29323863fa1c0b93                    2             False   \n",
       " 26  7b8081a6d08696bafaf1d0d00bd33fc5                    2             False   \n",
       " 27  0d2213fbc6520bd4e4cd5c055e1e05ce                    2             False   \n",
       " 28  96080c821aff5629f19be04c8fd8e210                    2             False   \n",
       " 29  927752d28c878e66e4cd5c055e1e05ce                    2             False   \n",
       " 30  50fe96bee43de82980764db4dc5d059d                    2             False   \n",
       " 31  ecb69f58b8af2fa07bed4a56d1662c8b                    2             False   \n",
       " 32  767685575712890413dd84912f51618a                    2             False   \n",
       " 33  b76b2be27ab4a4746042c177f0a1d2b1                    2             False   \n",
       " 34  9cfdabc8878349689809d03804875792                    2             False   \n",
       " 35  9e5b45289ab5581e337193710fe42056                    2             False   \n",
       " 36  81d856a45c0e72274ebbef01db417cf0                    2             False   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2             False   \n",
       " 38  d458df6acc9507089941166e65ebdb6f                    2             False   \n",
       " 39  3a5b505a337c783db090656a5246961f                    2             False   \n",
       " \n",
       "    comp.compScale comp.compId                    comp.compLogo  \\\n",
       " 0        100-499人   9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1     5000-10000人   2250604.0  5bfe97f674719df0ac99562403a.png   \n",
       " 2        100-499人   7891491.0  62fc68011daaa21b59c94d3305u.png   \n",
       " 3          50-99人   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 4        100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       " 5        100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       " 6        500-999人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7        100-499人  13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 8     5000-10000人   8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9      1000-2000人   1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 10         50-99人   8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 11     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12       10000人以上    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 13       100-499人   9491766.0  60a497de907306298575785f03u.png   \n",
       " 14       10000人以上         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15       10000人以上         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16    5000-10000人   8506529.0  5952237b7032381b6822192505a.jpg   \n",
       " 17     2000-5000人   8275623.0  5bfe916674719d35745ad29703a.png   \n",
       " 18       100-499人  12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       " 19                        NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20          1-49人   9283329.0  59dc78457832e11b880f044c05a.png   \n",
       " 21     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22    5000-10000人   7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       " 23       100-499人   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 24     2000-5000人   2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       " 25     2000-5000人  13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 26     2000-5000人  13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 27       10000人以上    873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 28     1000-2000人   8598051.0  59029b747032a701b89b8b7a04a.jpg   \n",
       " 29       10000人以上   8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 30    5000-10000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31     1000-2000人   9660700.0  5f30a76e556e7a7b1280cc3006u.png   \n",
       " 32       100-499人   7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 33     2000-5000人   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       " 34     2000-5000人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35       500-999人    803274.0  5ff42565bebf7311a41e860005u.png   \n",
       " 36         50-99人  12912133.0  612f1b02303e5d0d667cd9bb06u.png   \n",
       " 37     2000-5000人   6629285.0  5bfea15d74719d2aa34c24f803a.png   \n",
       " 38     1000-2000人   8307104.0  616e7903bbe0bb0ec5705fe401u.png   \n",
       " 39       100-499人         NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "       comp.compName comp.compIndustry  \\\n",
       " 0              京邦集团       电子/半导体/集成电路   \n",
       " 1      时代中国控股集团有限公司           房地产开发经营   \n",
       " 2      广州麦优网络科技有限公司              电子商务   \n",
       " 3              仙婷集团            贸易/进出口   \n",
       " 4        文远知行WeRide              人工智能   \n",
       " 5        文远知行WeRide              人工智能   \n",
       " 6      某广州大型机械/设备公司             机械/设备   \n",
       " 7    广州市新目标电子商务有限公司              IT服务   \n",
       " 8           西门子医疗系统              医疗器械   \n",
       " 9             中数通信息          运营商/增值服务   \n",
       " 10             仙婷集团            贸易/进出口   \n",
       " 11  某国内大型食品/饮料/日化公司          食品/饮料/酒水   \n",
       " 12         广州宝洁有限公司                日化   \n",
       " 13       文远知行WeRide              人工智能   \n",
       " 14      某上海大型医疗器械公司              医疗器械   \n",
       " 15  某广州大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       " 16              丹纳赫              医疗器械   \n",
       " 17             康方生物                制药   \n",
       " 18     索恩照明(广州)有限公司              仪器仪表   \n",
       " 19         某广州互联网公司               互联网   \n",
       " 20     即能科技(广州)有限公司            专业技术服务   \n",
       " 21        某国内大型日化公司                日化   \n",
       " 22             润建股份              通信设备   \n",
       " 23    广东环凯微生物科技有限公司                制药   \n",
       " 24             汇丰软件             计算机软件   \n",
       " 25            斯凯奇中国          服装/纺织/皮革   \n",
       " 26            斯凯奇中国          服装/纺织/皮革   \n",
       " 27         广州宝洁有限公司                日化   \n",
       " 28   上海华钦信息科技股份有限公司             计算机软件   \n",
       " 29   上海汉得信息技术股份有限公司               互联网   \n",
       " 30  某广州大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       " 31     嫚熙控股(广州)有限公司               互联网   \n",
       " 32    广东环凯微生物科技有限公司                制药   \n",
       " 33        恩梯梯数据(中国)              IT服务   \n",
       " 34       某国内大型快消品公司                日化   \n",
       " 35             广州百田                游戏   \n",
       " 36  贝兰格投资咨询(广州)有限公司              咨询服务   \n",
       " 37        恩梯梯数据(中国)              IT服务   \n",
       " 38     英雄互娱科技股份有限公司                游戏   \n",
       " 39        某广州IT服务公司              IT服务   \n",
       " \n",
       "                                    comp.link comp.compStage  \n",
       " 0    https://www.liepin.com/company/9730786/            NaN  \n",
       " 1    https://www.liepin.com/company/2250604/            NaN  \n",
       " 2    https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 3    https://www.liepin.com/company/8112968/            NaN  \n",
       " 4    https://www.liepin.com/company/9491766/             C轮  \n",
       " 5    https://www.liepin.com/company/9491766/             C轮  \n",
       " 6                                                     融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/            NaN  \n",
       " 8    https://www.liepin.com/company/8916227/            NaN  \n",
       " 9    https://www.liepin.com/company/1103040/            NaN  \n",
       " 10   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11                                                    融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/            NaN  \n",
       " 13   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14                                                    融资未公开  \n",
       " 15                                                    融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19                                                      NaN  \n",
       " 20   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21                                                    融资未公开  \n",
       " 22   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/             其他  \n",
       " 25  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27    https://www.liepin.com/company/873330/            NaN  \n",
       " 28   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30                                                    融资未公开  \n",
       " 31   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34                                                    融资未公开  \n",
       " 35    https://www.liepin.com/company/803274/            已上市  \n",
       " 36  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 15  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 21  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 34  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h...   \n",
       " 39  %7B%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"jobId\":\"...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"徐先生\",\"jobId\":\"...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"侯先生\",\"jobId\":\"...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"侯先生\",\"jobId\":\"...   \n",
       " 6   {\"jobKind\":\"1\",\"recruiterName\":\"谌女士\",\"jobId\":\"...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"樊女士\",\"jobId\":\"...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"翁女士\",\"jobId\":\"...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 11  {\"jobKind\":\"1\",\"recruiterName\":\"曾女士\",\"jobId\":\"...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"冯先生\",\"jobId\":\"...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"程先生\",\"jobId\":\"...   \n",
       " 14  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 15  {\"jobKind\":\"1\",\"recruiterName\":\"林先生\",\"jobId\":\"...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       " 17  {\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"jobId\":\"...   \n",
       " 18  {\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"jobId\":\"...   \n",
       " 19  {\"jobKind\":\"1\",\"recruiterName\":\"邓先生\",\"jobId\":\"...   \n",
       " 20  {\"jobKind\":\"2\",\"recruiterName\":\"Keli Tang\",\"jo...   \n",
       " 21  {\"jobKind\":\"1\",\"recruiterName\":\"宋女士\",\"jobId\":\"...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"黎先生\",\"jobId\":\"...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"jobId\":\"...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...   \n",
       " 26  {\"jobKind\":\"2\",\"recruiterName\":\"林女士\",\"jobId\":\"...   \n",
       " 27  {\"jobKind\":\"2\",\"recruiterName\":\"杜先生\",\"jobId\":\"...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterName\":\"俞女士\",\"jobId\":\"...   \n",
       " 30  {\"jobKind\":\"1\",\"recruiterName\":\"陆女士\",\"jobId\":\"...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"郑先生\",\"jobId\":\"...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " 34  {\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"jobId\":\"...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"jobId\":\"...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"赖先生\",\"jobId\":\"...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"邱女士\",\"jobId\":\"...   \n",
       " 39  {\"jobKind\":\"1\",\"recruiterName\":\"蔡先生\",\"jobId\":\"...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       " 2                                  [广告产品, 广告行业, 团队管理]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       " 8                                                  []   \n",
       " 9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                           [web端产品]   \n",
       " 12                                  [to C, 电子商务, 消费品]   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 14                                                 []   \n",
       " 15                                             [to C]   \n",
       " 16                                                 []   \n",
       " 17                                             [泌尿外科]   \n",
       " 18                                                 []   \n",
       " 19                                             [软件开发]   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 21                                   [化妆品, 消费品, 产品开发]   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]   \n",
       " 26                                                 []   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...   \n",
       " 30                                                 []   \n",
       " 31                                             [品牌策划]   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 33                                                 []   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]   \n",
       " 36                                                 []   \n",
       " 37                                             [增长产品]   \n",
       " 38                                             [数据分析]   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  job.topJob  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2        True   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           2       False   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...           1       False   \n",
       " \n",
       "    job.jobId                                     job.title  job.salary  \\\n",
       " 0   57816811                                        产品经理助理    5-7k·13薪   \n",
       " 1   57326451                                        IT产品经理      20-26k   \n",
       " 2   57632745                               高级跨境产品经理（Yep品牌）      25-35k   \n",
       " 3   50965433                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   55703639                                  自动驾驶产品经理（PM）      25-35k   \n",
       " 5   55703543                                自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6   44053277                          产品经理/Product Manager      20-30k   \n",
       " 7   57679297                           产品经理Product Manager      20-25k   \n",
       " 8   56689685            Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9   57754271                                   产品经理-电信信息化部   8-12k·13薪   \n",
       " 10  57794503                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11  44113675                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 12  57001973                                      eWMS产品经理  20-40k·14薪   \n",
       " 13  57223711                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 14  43492441                                     产品销售经理-广州  20-40k·16薪   \n",
       " 15  44978805                          eWMS Product Manager  20-40k·15薪   \n",
       " 16  56876529                    Automation Product Manager  20-40k·13薪   \n",
       " 17  57157157                                        医药产品经理  25-30k·14薪   \n",
       " 18  48604689                                        助理产品经理  15-25k·13薪   \n",
       " 19  44709427                                          产品经理  25-35k·14薪   \n",
       " 20  30477665                                          产品经理  18-40k·14薪   \n",
       " 21  45187159  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 22  56295007                                 产品经理（企业数字化转型）       6-10k   \n",
       " 23  35923437                                  产品经理（工业消洗产品）      12-30k   \n",
       " 24  43037645                                        数码产品经理        薪资面议   \n",
       " 25  50466807                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 26  55829685                             产品经理-产品企划(J13606)      15-25k   \n",
       " 27  54145433                          eWMS Product Manager        薪资面议   \n",
       " 28  50173893                                            PM  17-30k·13薪   \n",
       " 29  57403583                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 30  43309883                               Product Manager  30-40k·13薪   \n",
       " 31  55992453                                        产品策划经理      15-25k   \n",
       " 32  48554057                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 33  23154709                                        数字营销PM        薪资面议   \n",
       " 34  45177357                              Product Manager       25-30k   \n",
       " 35  48905275                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 36  46626189                               Product Manager   8-16k·13薪   \n",
       " 37  25415919                                          活动PM        薪资面议   \n",
       " 38  31935443                                          游戏PM  15-30k·13薪   \n",
       " 39  45263747                                          产品经理      20-30k   \n",
       " \n",
       "     job.dq  ... recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0   广州-番禺区  ...             False  c8d145acb0a3162c59941f318d428c38   \n",
       " 1   广州-越秀区  ...             False  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2       广州  ...             False  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 3   广州-天河区  ...             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4   广州-海珠区  ...             False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5   广州-海珠区  ...             False  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6       广州  ...             False  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7   广州-番禺区  ...             False  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   广州-越秀区  ...             False  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9   广州-天河区  ...             False  871518775391643a04bdffecc9c81011   \n",
       " 10  广州-天河区  ...             False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11  广州-白云区  ...             False  ef813c13d17ddf72662825202deeb056   \n",
       " 12  广州-天河区  ...             False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13      广州  ...             False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14      广州  ...             False  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15      广州  ...             False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16  广州-天河区  ...             False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17  广州-越秀区  ...             False  22ab2b1a88769c3259935c280d474240   \n",
       " 18  广州-黄埔区  ...             False  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19      广州  ...             False  4df980208f61abaa845b1031e141f2ce   \n",
       " 20  广州-越秀区  ...             False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21      广州  ...             False  375a1dfe17607510a0693c119d820cfb   \n",
       " 22  广州-天河区  ...             False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23      广州  ...             False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24      广州  ...             False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25  广州-天河区  ...             False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26  广州-天河区  ...             False  308332da68f592edf82050c4b8bff969   \n",
       " 27  广州-天河区  ...             False  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28  广州-天河区  ...             False  a3c89b1765f955f21481c55033648d88   \n",
       " 29  广州-番禺区  ...             False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30  广州-天河区  ...             False  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31  广州-白云区  ...             False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32  广州-黄埔区  ...             False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33  广州-天河区  ...             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34      广州  ...             False  47227c6fbfcd952686963be95b15422d   \n",
       " 35  广州-天河区  ...             False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36  广州-天河区  ...             False  ffb961ad0561780d685123d92072146b   \n",
       " 37      广州  ...             False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38  广州-海珠区  ...             False  2b6b0643bf65c612313162312f0bffed   \n",
       " 39      广州  ...             False  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg   9730786.0   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg   2250604.0   \n",
       " 2    5f8f986c79c7cc70efbf36c808u.jpg   7891491.0   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg   9491766.0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg         NaN   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  13315477.0   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   8916227.0   \n",
       " 9    571885ea45ce00977366da9105a.jpg   1103040.0   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8112968.0   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png         NaN   \n",
       " 12   63a9534728c57209b0f4aa0505u.png    873330.0   \n",
       " 13   63a46574fd38b10039f0b94b05u.png   9491766.0   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png         NaN   \n",
       " 15   62f7aab56555120790d6013103u.png         NaN   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg   8506529.0   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg   8275623.0   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  12773635.0   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg         NaN   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg   9283329.0   \n",
       " 21   6100c9081d756a75997a266703u.jpg         NaN   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg   7863327.0   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg   7932064.0   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg   2664546.0   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  13032765.0   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  13032765.0   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg    873330.0   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg   8598051.0   \n",
       " 29   601baaab60c8320221e3c1d902u.png   8361671.0   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg         NaN   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg   9660700.0   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg   7932064.0   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg         NaN   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg    803274.0   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  12912133.0   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg   8307104.0   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png         NaN   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png             京邦集团       100-499人   \n",
       " 1   5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司    5000-10000人   \n",
       " 2   62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司       100-499人   \n",
       " 3   6274ee6d04a5ff469b10880402u.png             仙婷集团         50-99人   \n",
       " 4   60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 5   60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司       500-999人   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司       100-499人   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统    5000-10000人   \n",
       " 9   5bfea3d874719d2aa34c9d1703a.png            中数通信息     1000-2000人   \n",
       " 10  6274ee6d04a5ff469b10880402u.png             仙婷集团         50-99人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司     2000-5000人   \n",
       " 12  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司       10000人以上   \n",
       " 13  60a497de907306298575785f03u.png       文远知行WeRide       100-499人   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司       10000人以上   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司       10000人以上   \n",
       " 16  5952237b7032381b6822192505a.jpg              丹纳赫    5000-10000人   \n",
       " 17  5bfe916674719d35745ad29703a.png             康方生物     2000-5000人   \n",
       " 18  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司       100-499人   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司                  \n",
       " 20  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司          1-49人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司     2000-5000人   \n",
       " 22  5cc116c89fae687d43343d7308u.png             润建股份    5000-10000人   \n",
       " 23  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司       100-499人   \n",
       " 24  5bfe92c174719d9f609a7b9603a.png             汇丰软件     2000-5000人   \n",
       " 25  628c584cb244352e0e92248608u.png            斯凯奇中国     2000-5000人   \n",
       " 26  628c584cb244352e0e92248608u.png            斯凯奇中国     2000-5000人   \n",
       " 27  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司       10000人以上   \n",
       " 28  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司     1000-2000人   \n",
       " 29  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司       10000人以上   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司    5000-10000人   \n",
       " 31  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司     1000-2000人   \n",
       " 32  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司       100-499人   \n",
       " 33  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司     2000-5000人   \n",
       " 35  5ff42565bebf7311a41e860005u.png             广州百田       500-999人   \n",
       " 36  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司         50-99人   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)     2000-5000人   \n",
       " 38  616e7903bbe0bb0ec5705fe401u.png     英雄互娱科技股份有限公司     1000-2000人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司       100-499人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0        电子/半导体/集成电路   https://www.liepin.com/company/9730786/            NaN  \n",
       " 1            房地产开发经营   https://www.liepin.com/company/2250604/            NaN  \n",
       " 2               电子商务   https://www.liepin.com/company/7891491/          融资未公开  \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4               人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5               人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6              机械/设备                                                    融资未公开  \n",
       " 7               IT服务  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8               医疗器械   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9           运营商/增值服务   https://www.liepin.com/company/1103040/            NaN  \n",
       " 10            贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11          食品/饮料/酒水                                                    融资未公开  \n",
       " 12                日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 13              人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 14              医疗器械                                                    融资未公开  \n",
       " 15          食品/饮料/酒水                                                    融资未公开  \n",
       " 16              医疗器械   https://www.liepin.com/company/8506529/            NaN  \n",
       " 17                制药   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 18              仪器仪表  https://www.liepin.com/company/12773635/            NaN  \n",
       " 19               互联网                                                      NaN  \n",
       " 20            专业技术服务   https://www.liepin.com/company/9283329/            NaN  \n",
       " 21                日化                                                    融资未公开  \n",
       " 22              通信设备   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 23                制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 24             计算机软件   https://www.liepin.com/company/2664546/             其他  \n",
       " 25          服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 26          服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 27                日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 28             计算机软件   https://www.liepin.com/company/8598051/            NaN  \n",
       " 29               互联网   https://www.liepin.com/company/8361671/            已上市  \n",
       " 30          食品/饮料/酒水                                                    融资未公开  \n",
       " 31               互联网   https://www.liepin.com/company/9660700/            NaN  \n",
       " 32                制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 33              IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       " 34                日化                                                    融资未公开  \n",
       " 35                游戏    https://www.liepin.com/company/803274/            已上市  \n",
       " 36              咨询服务  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 37              IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       " 38                游戏   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 39              IT服务                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2257816811%22%2C%22jobKind%2...   \n",
       " 1   %7B%22jobId%22%3A%2257326451%22%2C%22jobKind%2...   \n",
       " 2   %7B%22jobId%22%3A%2257754271%22%2C%22jobKind%2...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22jobKind%2...   \n",
       " 4   %7B%22jobId%22%3A%2255703639%22%2C%22jobKind%2...   \n",
       " 5   %7B%22jobId%22%3A%2255703543%22%2C%22jobKind%2...   \n",
       " 6   %7B%22jobId%22%3A%2244053277%22%2C%22jobKind%2...   \n",
       " 7   %7B%22jobId%22%3A%2257679297%22%2C%22jobKind%2...   \n",
       " 8   %7B%22jobId%22%3A%2256689685%22%2C%22jobKind%2...   \n",
       " 9   %7B%22jobId%22%3A%2257632745%22%2C%22jobKind%2...   \n",
       " 10  %7B%22jobId%22%3A%2257794503%22%2C%22jobKind%2...   \n",
       " 11  %7B%22jobId%22%3A%2244113675%22%2C%22jobKind%2...   \n",
       " 12  %7B%22jobId%22%3A%2257001973%22%2C%22jobKind%2...   \n",
       " 13  %7B%22jobId%22%3A%2257223711%22%2C%22jobKind%2...   \n",
       " 14  %7B%22jobId%22%3A%2243492441%22%2C%22jobKind%2...   \n",
       " 15  %7B%22jobId%22%3A%2244978805%22%2C%22jobKind%2...   \n",
       " 16  %7B%22jobId%22%3A%2256876529%22%2C%22jobKind%2...   \n",
       " 17  %7B%22jobId%22%3A%2257157157%22%2C%22jobKind%2...   \n",
       " 18  %7B%22jobId%22%3A%2248604689%22%2C%22jobKind%2...   \n",
       " 19  %7B%22jobId%22%3A%2244709427%22%2C%22jobKind%2...   \n",
       " 20  %7B%22jobId%22%3A%2230477665%22%2C%22jobKind%2...   \n",
       " 21  %7B%22jobId%22%3A%2245187159%22%2C%22jobKind%2...   \n",
       " 22  %7B%22jobId%22%3A%2256295007%22%2C%22jobKind%2...   \n",
       " 23  %7B%22jobId%22%3A%2235923437%22%2C%22jobKind%2...   \n",
       " 24  %7B%22jobId%22%3A%2243037645%22%2C%22jobKind%2...   \n",
       " 25  %7B%22jobId%22%3A%2250466807%22%2C%22jobKind%2...   \n",
       " 26  %7B%22jobId%22%3A%2255829685%22%2C%22jobKind%2...   \n",
       " 27  %7B%22jobId%22%3A%2254145433%22%2C%22jobKind%2...   \n",
       " 28  %7B%22jobId%22%3A%2250173893%22%2C%22jobKind%2...   \n",
       " 29  %7B%22jobId%22%3A%2257403583%22%2C%22jobKind%2...   \n",
       " 30  %7B%22jobId%22%3A%2243309883%22%2C%22jobKind%2...   \n",
       " 31  %7B%22jobId%22%3A%2255992453%22%2C%22jobKind%2...   \n",
       " 32  %7B%22jobId%22%3A%2248554057%22%2C%22jobKind%2...   \n",
       " 33  %7B%22jobId%22%3A%2223154709%22%2C%22jobKind%2...   \n",
       " 34  %7B%22jobId%22%3A%2245177357%22%2C%22jobKind%2...   \n",
       " 35  %7B%22jobId%22%3A%2248905275%22%2C%22jobKind%2...   \n",
       " 36  %7B%22jobId%22%3A%2246626189%22%2C%22jobKind%2...   \n",
       " 37  %7B%22jobId%22%3A%2225415919%22%2C%22jobKind%2...   \n",
       " 38  %7B%22jobId%22%3A%2231935443%22%2C%22jobKind%2...   \n",
       " 39  %7B%22jobId%22%3A%2245263747%22%2C%22jobKind%2...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"c8d145acb0a3162c59941f318d428c38\",\"...   \n",
       " 1   {\"userId\":\"7f4e7e8ef7261892f9139596f2e1a7af\",\"...   \n",
       " 2   {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 4   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 5   {\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"...   \n",
       " 6   {\"userId\":\"1ddf52f28236620a73d520f2e8bd293b\",\"...   \n",
       " 7   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       " 8   {\"userId\":\"f08748e81b3b0757d734fc6b171fa589\",\"...   \n",
       " 9   {\"userId\":\"fcbe20e241c3fb89f50e0e7d6db6b154\",\"...   \n",
       " 10  {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       " 11  {\"userId\":\"ef813c13d17ddf72662825202deeb056\",\"...   \n",
       " 12  {\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"...   \n",
       " 13  {\"userId\":\"1147dd557533b4567e1472c76bc04ebd\",\"...   \n",
       " 14  {\"userId\":\"b61494f006ea807945c2c8b358b10fa1\",\"...   \n",
       " 15  {\"userId\":\"ec2448066ad5cdf94f25083a3243b675\",\"...   \n",
       " 16  {\"userId\":\"57a52ed73fed146b4c632be0178bfd3f\",\"...   \n",
       " 17  {\"userId\":\"22ab2b1a88769c3259935c280d474240\",\"...   \n",
       " 18  {\"userId\":\"09129a3bc6f13614e4e32c50af3d5f75\",\"...   \n",
       " 19  {\"userId\":\"4df980208f61abaa845b1031e141f2ce\",\"...   \n",
       " 20  {\"userId\":\"8d90c26ed477481c5bfe988e1b72f121\",\"...   \n",
       " 21  {\"userId\":\"375a1dfe17607510a0693c119d820cfb\",\"...   \n",
       " 22  {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       " 23  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       " 24  {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       " 25  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       " 26  {\"userId\":\"308332da68f592edf82050c4b8bff969\",\"...   \n",
       " 27  {\"userId\":\"cd24cb737616cf6b537f73a32e6c2ba3\",\"...   \n",
       " 28  {\"userId\":\"a3c89b1765f955f21481c55033648d88\",\"...   \n",
       " 29  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       " 30  {\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"...   \n",
       " 31  {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       " 32  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       " 33  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 34  {\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"...   \n",
       " 35  {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       " 36  {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
       " 37  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       " 38  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       " 39  {\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0                                       [供应链产品, 数据分析]  57816811           2   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  57326451           2   \n",
       " 2    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...  55703639           2   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  55703543           2   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277           1   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]  57679297           2   \n",
       " 8                                                  []  56689685           2   \n",
       " 9                                  [广告产品, 广告行业, 团队管理]  57632745           2   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       " 11                                           [web端产品]  44113675           1   \n",
       " 12                                  [to C, 电子商务, 消费品]  57001973           2   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711           2   \n",
       " 14                                                 []  43492441           1   \n",
       " 15                                             [to C]  44978805           1   \n",
       " 16                                                 []  56876529           2   \n",
       " 17                                             [泌尿外科]  57157157           2   \n",
       " 18                                                 []  48604689           2   \n",
       " 19                                             [软件开发]  44709427           1   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       " 21                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       " 23                                                 []  35923437           2   \n",
       " 24                                                 []  43037645           2   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       " 26                                                 []  55829685           2   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433           2   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]  50173893           2   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...  57403583           2   \n",
       " 30                                                 []  43309883           1   \n",
       " 31                                             [品牌策划]  55992453           2   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057           2   \n",
       " 33                                                 []  23154709           2   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       " 36                                                 []  46626189           2   \n",
       " 37                                             [增长产品]  25415919           2   \n",
       " 38                                             [数据分析]  31935443           2   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747           1   \n",
       " \n",
       "     job.topJob job.refreshTime                                     job.title  \\\n",
       " 0         True  20230415094344                                        产品经理助理   \n",
       " 1         True  20230412110555                                        IT产品经理   \n",
       " 2         True  20230412172946                                   产品经理-电信信息化部   \n",
       " 3        False  20230414103329                   产品经理（化妆品原料）/Product Manager   \n",
       " 4        False  20230228112317                                  自动驾驶产品经理（PM）   \n",
       " 5        False  20230228112317                                自动驾驶工具产品经理（PM）   \n",
       " 6        False  20230414151957                          产品经理/Product Manager   \n",
       " 7        False  20230410215438                           产品经理Product Manager   \n",
       " 8        False  20230303234707            Product Sales Manager MR 产品销售经理 广州   \n",
       " 9        False  20230415110401                               高级跨境产品经理（Yep品牌）   \n",
       " 10       False  20230414103329                             助理产品经理（化妆品原料）/APM   \n",
       " 11       False  20230306145244                         AI应用产品经理/港资企业正编/双休WLB   \n",
       " 12       False  20230412111136                                      eWMS产品经理   \n",
       " 13       False  20230412190939                                  自动驾驶（硬件）产品经理   \n",
       " 14       False  20230412101855                                     产品销售经理-广州   \n",
       " 15       False  20230413114524                          eWMS Product Manager   \n",
       " 16       False  20230415113405                    Automation Product Manager   \n",
       " 17       False  20230321153342                                        医药产品经理   \n",
       " 18       False  20230301100715                                        助理产品经理   \n",
       " 19       False  20230324111137                                          产品经理   \n",
       " 20       False  20230413103006                                          产品经理   \n",
       " 21       False  20230411142619  Assistant Product Manager / Product Manager    \n",
       " 22       False  20230221094711                                 产品经理（企业数字化转型）   \n",
       " 23       False  20220319162445                                  产品经理（工业消洗产品）   \n",
       " 24       False  20210913204744                                        数码产品经理   \n",
       " 25       False  20221116184947                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 26       False  20230206112123                             产品经理-产品企划(J13606)   \n",
       " 27       False  20230414104936                          eWMS Product Manager   \n",
       " 28       False  20230324093022                                            PM   \n",
       " 29       False  20230329180701                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 30       False  20230208175714                               Product Manager   \n",
       " 31       False  20230412154954                                        产品策划经理   \n",
       " 32       False  20230411104123                          微生物检测产品经理（制药或食品行业方向）   \n",
       " 33       False  20200728103437                                        数字营销PM   \n",
       " 34       False  20230413101755                              Product Manager    \n",
       " 35       False  20220928174530                        项目发行PM（二次元） (MJ000855)   \n",
       " 36       False  20220215115047                               Product Manager   \n",
       " 37       False  20210615114605                                          活动PM   \n",
       " 38       False  20200921191755                                          游戏PM   \n",
       " 39       False  20230414171831                                          产品经理   \n",
       " \n",
       "     job.salary  job.dq  ... recruiter.imUserType  \\\n",
       " 0     5-7k·13薪  广州-番禺区  ...                    2   \n",
       " 1       20-26k  广州-越秀区  ...                    2   \n",
       " 2    8-12k·13薪  广州-天河区  ...                    2   \n",
       " 3         薪资面议  广州-天河区  ...                    2   \n",
       " 4       25-35k  广州-海珠区  ...                    2   \n",
       " 5       25-35k  广州-海珠区  ...                    2   \n",
       " 6       20-30k      广州  ...                    2   \n",
       " 7       20-25k  广州-番禺区  ...                    2   \n",
       " 8         薪资面议  广州-越秀区  ...                    2   \n",
       " 9       25-35k      广州  ...                    2   \n",
       " 10        薪资面议  广州-天河区  ...                    2   \n",
       " 11  15-24k·13薪  广州-白云区  ...                    2   \n",
       " 12  20-40k·14薪  广州-天河区  ...                    2   \n",
       " 13  25-50k·15薪      广州  ...                    2   \n",
       " 14  20-40k·16薪      广州  ...                    2   \n",
       " 15  20-40k·15薪      广州  ...                    2   \n",
       " 16  20-40k·13薪  广州-天河区  ...                    2   \n",
       " 17  25-30k·14薪  广州-越秀区  ...                    2   \n",
       " 18  15-25k·13薪  广州-黄埔区  ...                    2   \n",
       " 19  25-35k·14薪      广州  ...                    2   \n",
       " 20  18-40k·14薪  广州-越秀区  ...                    2   \n",
       " 21  18-30k·13薪      广州  ...                    2   \n",
       " 22       6-10k  广州-天河区  ...                    2   \n",
       " 23      12-30k      广州  ...                    2   \n",
       " 24        薪资面议      广州  ...                    2   \n",
       " 25  14-28k·16薪  广州-天河区  ...                    2   \n",
       " 26      15-25k  广州-天河区  ...                    2   \n",
       " 27        薪资面议  广州-天河区  ...                    2   \n",
       " 28  17-30k·13薪  广州-天河区  ...                    2   \n",
       " 29      11-22k  广州-番禺区  ...                    2   \n",
       " 30  30-40k·13薪  广州-天河区  ...                    2   \n",
       " 31      15-25k  广州-白云区  ...                    2   \n",
       " 32  15-20k·20薪  广州-黄埔区  ...                    2   \n",
       " 33        薪资面议  广州-天河区  ...                    2   \n",
       " 34      25-30k      广州  ...                    2   \n",
       " 35  20-28k·13薪  广州-天河区  ...                    2   \n",
       " 36   8-16k·13薪  广州-天河区  ...                    2   \n",
       " 37        薪资面议      广州  ...                    2   \n",
       " 38  15-30k·13薪  广州-海珠区  ...                    2   \n",
       " 39      20-30k      广州  ...                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  c8d145acb0a3162c59941f318d428c38   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  7f4e7e8ef7261892f9139596f2e1a7af   \n",
       " 2    571885ea45ce00977366da9105a.jpg  871518775391643a04bdffecc9c81011   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9    5f8f986c79c7cc70efbf36c808u.jpg  fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  ef813c13d17ddf72662825202deeb056   \n",
       " 12   63a9534728c57209b0f4aa0505u.png  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 13   63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png  b61494f006ea807945c2c8b358b10fa1   \n",
       " 15   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg  4df980208f61abaa845b1031e141f2ce   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 21   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg  a3c89b1765f955f21481c55033648d88   \n",
       " 29   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg  7829c0aa95f568cada116b3e040ec67e   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  ffb961ad0561780d685123d92072146b   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " \n",
       "       comp.compName                    comp.compLogo comp.compId  \\\n",
       " 0              京邦集团  6260c4f2d16c9b55d258a16501u.png   9730786.0   \n",
       " 1      时代中国控股集团有限公司  5bfe97f674719df0ac99562403a.png   2250604.0   \n",
       " 2             中数通信息  5bfea3d874719d2aa34c9d1703a.png   1103040.0   \n",
       " 3              仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 4        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 5        文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 6      某广州大型机械/设备公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 7    广州市新目标电子商务有限公司  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       " 8           西门子医疗系统  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       " 9      广州麦优网络科技有限公司  62fc68011daaa21b59c94d3305u.png   7891491.0   \n",
       " 10             仙婷集团  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 11  某国内大型食品/饮料/日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 13       文远知行WeRide  60a497de907306298575785f03u.png   9491766.0   \n",
       " 14      某上海大型医疗器械公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 15  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 16              丹纳赫  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       " 17             康方生物  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       " 18     索恩照明(广州)有限公司  60b831ef7cc07936e59f518306u.png  12773635.0   \n",
       " 19         某广州互联网公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 20     即能科技(广州)有限公司  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       " 21        某国内大型日化公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 22             润建股份  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       " 23    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 24             汇丰软件  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       " 25            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 26            斯凯奇中国  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 27         广州宝洁有限公司  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 28   上海华钦信息科技股份有限公司  59029b747032a701b89b8b7a04a.jpg   8598051.0   \n",
       " 29   上海汉得信息技术股份有限公司  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       " 30  某广州大型食品/饮料/酒水公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 31     嫚熙控股(广州)有限公司  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 32    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 33        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 34       某国内大型快消品公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 35             广州百田  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       " 36  贝兰格投资咨询(广州)有限公司  612f1b02303e5d0d667cd9bb06u.png  12912133.0   \n",
       " 37        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 38     英雄互娱科技股份有限公司  616e7903bbe0bb0ec5705fe401u.png   8307104.0   \n",
       " 39        某广州IT服务公司  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \\\n",
       " 0        100-499人       电子/半导体/集成电路   https://www.liepin.com/company/9730786/   \n",
       " 1     5000-10000人           房地产开发经营   https://www.liepin.com/company/2250604/   \n",
       " 2      1000-2000人          运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       " 3          50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 5        100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 6        500-999人             机械/设备                                             \n",
       " 7        100-499人              IT服务  https://www.liepin.com/company/13315477/   \n",
       " 8     5000-10000人              医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 9        100-499人              电子商务   https://www.liepin.com/company/7891491/   \n",
       " 10         50-99人            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 11     2000-5000人          食品/饮料/酒水                                             \n",
       " 12       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 13       100-499人              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 14       10000人以上              医疗器械                                             \n",
       " 15       10000人以上          食品/饮料/酒水                                             \n",
       " 16    5000-10000人              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 17     2000-5000人                制药   https://www.liepin.com/company/8275623/   \n",
       " 18       100-499人              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       " 19                              互联网                                             \n",
       " 20          1-49人            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 21     2000-5000人                日化                                             \n",
       " 22    5000-10000人              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 23       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 24     2000-5000人             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 25     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 26     2000-5000人          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 27       10000人以上                日化    https://www.liepin.com/company/873330/   \n",
       " 28     1000-2000人             计算机软件   https://www.liepin.com/company/8598051/   \n",
       " 29       10000人以上               互联网   https://www.liepin.com/company/8361671/   \n",
       " 30    5000-10000人          食品/饮料/酒水                                             \n",
       " 31     1000-2000人               互联网   https://www.liepin.com/company/9660700/   \n",
       " 32       100-499人                制药   https://www.liepin.com/company/7932064/   \n",
       " 33     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 34     2000-5000人                日化                                             \n",
       " 35       500-999人                游戏    https://www.liepin.com/company/803274/   \n",
       " 36         50-99人              咨询服务  https://www.liepin.com/company/12912133/   \n",
       " 37     2000-5000人              IT服务   https://www.liepin.com/company/6629285/   \n",
       " 38     1000-2000人                游戏   https://www.liepin.com/company/8307104/   \n",
       " 39       100-499人              IT服务                                             \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4               C轮  \n",
       " 5               C轮  \n",
       " 6            融资未公开  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9            融资未公开  \n",
       " 10             NaN  \n",
       " 11           融资未公开  \n",
       " 12             NaN  \n",
       " 13              C轮  \n",
       " 14           融资未公开  \n",
       " 15           融资未公开  \n",
       " 16             NaN  \n",
       " 17            港股上市  \n",
       " 18             NaN  \n",
       " 19             NaN  \n",
       " 20             NaN  \n",
       " 21           融资未公开  \n",
       " 22          沪深A股上市  \n",
       " 23           融资未公开  \n",
       " 24              其他  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28             NaN  \n",
       " 29             已上市  \n",
       " 30           融资未公开  \n",
       " 31             NaN  \n",
       " 32           融资未公开  \n",
       " 33             NaN  \n",
       " 34           融资未公开  \n",
       " 35             已上市  \n",
       " 36           融资未公开  \n",
       " 37             NaN  \n",
       " 38           科创板上市  \n",
       " 39             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"userId\":\"c8d145acb0a31...   \n",
       " 1   {\"recruiterName\":\"张女士\",\"userId\":\"7f4e7e8ef7261...   \n",
       " 2   {\"recruiterName\":\"徐先生\",\"userId\":\"fcbe20e241c3f...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"userId\":\"7da08eb2dc102...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"userId\":\"1ddf52f282366...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"userId\":\"f08748e81b3b0...   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"userId\":\"8715187753916...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 11  {\"recruiterName\":\"曾女士\",\"userId\":\"ef813c13d17dd...   \n",
       " 12  {\"recruiterName\":\"冯先生\",\"userId\":\"f7de5de3cbf7f...   \n",
       " 13  {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"userId\":\"b61494f006ea8...   \n",
       " 15  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 16  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 17  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"userId\":\"09129a3bc6f13...   \n",
       " 19  {\"recruiterName\":\"邓先生\",\"userId\":\"4df980208f61a...   \n",
       " 20  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 21  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 22  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 23  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 24  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 25  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 26  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 27  {\"recruiterName\":\"杜先生\",\"userId\":\"cd24cb737616c...   \n",
       " 28  {\"recruiterName\":\"刘女士\",\"userId\":\"a3c89b1765f95...   \n",
       " 29  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 30  {\"recruiterName\":\"陆女士\",\"userId\":\"7829c0aa95f56...   \n",
       " 31  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 32  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 33  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 34  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 36  {\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 38  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       " 39  {\"recruiterName\":\"蔡先生\",\"userId\":\"8fc7562cc0d10...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels  job.topJob  \\\n",
       " 0                                       [供应链产品, 数据分析]        True   \n",
       " 1      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]        True   \n",
       " 2                                  [广告产品, 广告行业, 团队管理]        True   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...       False   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...       False   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...       False   \n",
       " 6   [定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, ...       False   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]       False   \n",
       " 8                                                  []       False   \n",
       " 9    [数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]       False   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...       False   \n",
       " 11                                           [web端产品]       False   \n",
       " 12                                  [to C, 电子商务, 消费品]       False   \n",
       " 13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...       False   \n",
       " 14                                                 []       False   \n",
       " 15                                             [to C]       False   \n",
       " 16                                                 []       False   \n",
       " 17                                             [泌尿外科]       False   \n",
       " 18                                                 []       False   \n",
       " 19                                             [软件开发]       False   \n",
       " 20  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...       False   \n",
       " 21                                   [化妆品, 消费品, 产品开发]       False   \n",
       " 22  [平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       False   \n",
       " 23                                                 []       False   \n",
       " 24                                                 []       False   \n",
       " 25                                 [商品管理, 产品企划, 商品运营]       False   \n",
       " 26                                                 []       False   \n",
       " 27              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]       False   \n",
       " 28                     [PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]       False   \n",
       " 29  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, ...       False   \n",
       " 30                                                 []       False   \n",
       " 31                                             [品牌策划]       False   \n",
       " 32                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]       False   \n",
       " 33                                                 []       False   \n",
       " 34                                 [市场营销, 产品管理, 产品开发]       False   \n",
       " 35                                [产品优化, 二次元在研, 项目管理]       False   \n",
       " 36                                                 []       False   \n",
       " 37                                             [增长产品]       False   \n",
       " 38                                             [数据分析]       False   \n",
       " 39  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...       False   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         产品经理助理    5-7k·13薪  广州-番禺区   \n",
       " 1                                         IT产品经理      20-26k  广州-越秀区   \n",
       " 2                                高级跨境产品经理（Yep品牌）      25-35k      广州   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区   \n",
       " 6                           产品经理/Product Manager      20-30k      广州   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 9                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 11                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 12                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 13                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 14                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 15                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 16                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 17                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 18                                        助理产品经理  15-25k·13薪  广州-黄埔区   \n",
       " 19                                          产品经理  25-35k·14薪      广州   \n",
       " 20                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 21  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 22                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 23                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 24                                        数码产品经理        薪资面议      广州   \n",
       " 25                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 26                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 27                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 28                                            PM  17-30k·13薪  广州-天河区   \n",
       " 29                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 30                               Product Manager  30-40k·13薪  广州-天河区   \n",
       " 31                                        产品策划经理      15-25k  广州-白云区   \n",
       " 32                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 33                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 34                              Product Manager       25-30k      广州   \n",
       " 35                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 36                               Product Manager   8-16k·13薪  广州-天河区   \n",
       " 37                                          活动PM        薪资面议      广州   \n",
       " 38                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " 39                                          产品经理      20-30k      广州   \n",
       " \n",
       "    job.jobId job.refreshTime job.jobKind  ...  \\\n",
       " 0   57816811  20230415094344           2  ...   \n",
       " 1   57326451  20230412110555           2  ...   \n",
       " 2   57632745  20230415110401           2  ...   \n",
       " 3   50965433  20230414103329           2  ...   \n",
       " 4   55703639  20230228112317           2  ...   \n",
       " 5   55703543  20230228112317           2  ...   \n",
       " 6   44053277  20230414151957           1  ...   \n",
       " 7   57679297  20230410215438           2  ...   \n",
       " 8   56689685  20230303234707           2  ...   \n",
       " 9   57754271  20230412172946           2  ...   \n",
       " 10  57794503  20230414103329           2  ...   \n",
       " 11  44113675  20230306145244           1  ...   \n",
       " 12  57001973  20230412111136           2  ...   \n",
       " 13  57223711  20230412190939           2  ...   \n",
       " 14  43492441  20230412101855           1  ...   \n",
       " 15  44978805  20230413114524           1  ...   \n",
       " 16  56876529  20230415113405           2  ...   \n",
       " 17  57157157  20230321153342           2  ...   \n",
       " 18  48604689  20230301100715           2  ...   \n",
       " 19  44709427  20230324111137           1  ...   \n",
       " 20  30477665  20230413103006           2  ...   \n",
       " 21  45187159  20230411142619           1  ...   \n",
       " 22  56295007  20230221094711           2  ...   \n",
       " 23  35923437  20220319162445           2  ...   \n",
       " 24  43037645  20210913204744           2  ...   \n",
       " 25  50466807  20221116184947           2  ...   \n",
       " 26  55829685  20230206112123           2  ...   \n",
       " 27  54145433  20230414104936           2  ...   \n",
       " 28  50173893  20230324093022           2  ...   \n",
       " 29  57403583  20230329180701           2  ...   \n",
       " 30  43309883  20230208175714           1  ...   \n",
       " 31  55992453  20230412154954           2  ...   \n",
       " 32  48554057  20230411104123           2  ...   \n",
       " 33  23154709  20200728103437           2  ...   \n",
       " 34  45177357  20230413101755           1  ...   \n",
       " 35  48905275  20220928174530           2  ...   \n",
       " 36  46626189  20220215115047           2  ...   \n",
       " 37  25415919  20210615114605           2  ...   \n",
       " 38  31935443  20200921191755           2  ...   \n",
       " 39  45263747  20230414171831           1  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto                    recruiter.imId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  5e5d95960f37ddf6882b84a174d57208   \n",
       " 2    5f8f986c79c7cc70efbf36c808u.jpg  6e308ed6b5145fdb78f5885b11a76839   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg  d874c5f87567784901ab80e4a8b96567   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9    571885ea45ce00977366da9105a.jpg  180268114ec479913eaad1f295204b5b   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11   62c6abbf1551f613ff3fa49a08u.png  7908151abdbef12e2efebeb7f272cb14   \n",
       " 12   63a9534728c57209b0f4aa0505u.png  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 13   63a46574fd38b10039f0b94b05u.png  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 14   5f8fa3bdea60860b75385c7e08u.png  985c18edc2b4008b04612e645251413c   \n",
       " 15   62f7aab56555120790d6013103u.png  d9615c119bb132bd55a0b6511a508218   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 19   62805e7707a1d17a9af2abd001u.jpg  6576d39ac3d6a469337193710fe42056   \n",
       " 20   5f8f9865ea60860b75384fa508u.jpg  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 21   6100c9081d756a75997a266703u.jpg  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  beff7093463e459a613348042573671f   \n",
       " 23   5f8f9863f6d1ab58476f246a08u.jpg  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 24   5f8f986aea60860b75384fab08u.jpg  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg  feaaf399e43a569d29323863fa1c0b93   \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 27   5f8f986aea60860b75384fab08u.jpg  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 28   5f8f9863f6d1ab58476f246a08u.jpg  96080c821aff5629f19be04c8fd8e210   \n",
       " 29   601baaab60c8320221e3c1d902u.png  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 30   62fe2d4a95ee1c041432be7a05u.jpg  50fe96bee43de82980764db4dc5d059d   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg  767685575712890413dd84912f51618a   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 34  6321be3095ee1c04143439eb01u.jpeg  9cfdabc8878349689809d03804875792   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg  9e5b45289ab5581e337193710fe42056   \n",
       " 36   5f8f986bdfb13a7dee342f2108u.jpg  81d856a45c0e72274ebbef01db417cf0   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38   62903e4ce4c190153f6f304c06u.jpg  d458df6acc9507089941166e65ebdb6f   \n",
       " 39   5f8fa3a78dbe6273dcf85e2608u.png  3a5b505a337c783db090656a5246961f   \n",
       " \n",
       "     recruiter.imUserType                    comp.compLogo    comp.compName  \\\n",
       " 0                      2  6260c4f2d16c9b55d258a16501u.png             京邦集团   \n",
       " 1                      2  5bfe97f674719df0ac99562403a.png     时代中国控股集团有限公司   \n",
       " 2                      2  62fc68011daaa21b59c94d3305u.png     广州麦优网络科技有限公司   \n",
       " 3                      2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       " 4                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 5                      2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 6                      2  60e2fe0bf3df194a3c48adb502u.png     某广州大型机械/设备公司   \n",
       " 7                      2  61b07937d0458d53c627567e02u.jpg   广州市新目标电子商务有限公司   \n",
       " 8                      2  5c0dfd9f570cb120f184080203u.jpg          西门子医疗系统   \n",
       " 9                      2  5bfea3d874719d2aa34c9d1703a.png            中数通信息   \n",
       " 10                     2  6274ee6d04a5ff469b10880402u.png             仙婷集团   \n",
       " 11                     2  60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/日化公司   \n",
       " 12                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       " 13                     2  60a497de907306298575785f03u.png       文远知行WeRide   \n",
       " 14                     2  60e2fe0bf3df194a3c48adb502u.png      某上海大型医疗器械公司   \n",
       " 15                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       " 16                     2  5952237b7032381b6822192505a.jpg              丹纳赫   \n",
       " 17                     2  5bfe916674719d35745ad29703a.png             康方生物   \n",
       " 18                     2  60b831ef7cc07936e59f518306u.png     索恩照明(广州)有限公司   \n",
       " 19                     2  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司   \n",
       " 20                     2  59dc78457832e11b880f044c05a.png     即能科技(广州)有限公司   \n",
       " 21                     2  60e2fe0bf3df194a3c48adb502u.png        某国内大型日化公司   \n",
       " 22                     2  5cc116c89fae687d43343d7308u.png             润建股份   \n",
       " 23                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       " 24                     2  5bfe92c174719d9f609a7b9603a.png             汇丰软件   \n",
       " 25                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       " 26                     2  628c584cb244352e0e92248608u.png            斯凯奇中国   \n",
       " 27                     2  54d1e9c6712e7147fd813b3801a.png         广州宝洁有限公司   \n",
       " 28                     2  59029b747032a701b89b8b7a04a.jpg   上海华钦信息科技股份有限公司   \n",
       " 29                     2  5ed700f4ec4db462f82e4ddf01u.png   上海汉得信息技术股份有限公司   \n",
       " 30                     2  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司   \n",
       " 31                     2  5f30a76e556e7a7b1280cc3006u.png     嫚熙控股(广州)有限公司   \n",
       " 32                     2  5bfe8edd74719d35745a548603a.png    广东环凯微生物科技有限公司   \n",
       " 33                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       " 34                     2  60e2fe0bf3df194a3c48adb502u.png       某国内大型快消品公司   \n",
       " 35                     2  5ff42565bebf7311a41e860005u.png             广州百田   \n",
       " 36                     2  612f1b02303e5d0d667cd9bb06u.png  贝兰格投资咨询(广州)有限公司   \n",
       " 37                     2  5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       " 38                     2  616e7903bbe0bb0ec5705fe401u.png     英雄互娱科技股份有限公司   \n",
       " 39                     2  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司   \n",
       " \n",
       "    comp.compScale comp.compId comp.compIndustry  \\\n",
       " 0        100-499人   9730786.0       电子/半导体/集成电路   \n",
       " 1     5000-10000人   2250604.0           房地产开发经营   \n",
       " 2        100-499人   7891491.0              电子商务   \n",
       " 3          50-99人   8112968.0            贸易/进出口   \n",
       " 4        100-499人   9491766.0              人工智能   \n",
       " 5        100-499人   9491766.0              人工智能   \n",
       " 6        500-999人         NaN             机械/设备   \n",
       " 7        100-499人  13315477.0              IT服务   \n",
       " 8     5000-10000人   8916227.0              医疗器械   \n",
       " 9      1000-2000人   1103040.0          运营商/增值服务   \n",
       " 10         50-99人   8112968.0            贸易/进出口   \n",
       " 11     2000-5000人         NaN          食品/饮料/酒水   \n",
       " 12       10000人以上    873330.0                日化   \n",
       " 13       100-499人   9491766.0              人工智能   \n",
       " 14       10000人以上         NaN              医疗器械   \n",
       " 15       10000人以上         NaN          食品/饮料/酒水   \n",
       " 16    5000-10000人   8506529.0              医疗器械   \n",
       " 17     2000-5000人   8275623.0                制药   \n",
       " 18       100-499人  12773635.0              仪器仪表   \n",
       " 19                        NaN               互联网   \n",
       " 20          1-49人   9283329.0            专业技术服务   \n",
       " 21     2000-5000人         NaN                日化   \n",
       " 22    5000-10000人   7863327.0              通信设备   \n",
       " 23       100-499人   7932064.0                制药   \n",
       " 24     2000-5000人   2664546.0             计算机软件   \n",
       " 25     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       " 26     2000-5000人  13032765.0          服装/纺织/皮革   \n",
       " 27       10000人以上    873330.0                日化   \n",
       " 28     1000-2000人   8598051.0             计算机软件   \n",
       " 29       10000人以上   8361671.0               互联网   \n",
       " 30    5000-10000人         NaN          食品/饮料/酒水   \n",
       " 31     1000-2000人   9660700.0               互联网   \n",
       " 32       100-499人   7932064.0                制药   \n",
       " 33     2000-5000人   6629285.0              IT服务   \n",
       " 34     2000-5000人         NaN                日化   \n",
       " 35       500-999人    803274.0                游戏   \n",
       " 36         50-99人  12912133.0              咨询服务   \n",
       " 37     2000-5000人   6629285.0              IT服务   \n",
       " 38     1000-2000人   8307104.0                游戏   \n",
       " 39       100-499人         NaN              IT服务   \n",
       " \n",
       "                                    comp.link  comp.compStage  \n",
       " 0    https://www.liepin.com/company/9730786/             NaN  \n",
       " 1    https://www.liepin.com/company/2250604/             NaN  \n",
       " 2    https://www.liepin.com/company/7891491/           融资未公开  \n",
       " 3    https://www.liepin.com/company/8112968/             NaN  \n",
       " 4    https://www.liepin.com/company/9491766/              C轮  \n",
       " 5    https://www.liepin.com/company/9491766/              C轮  \n",
       " 6                                                      融资未公开  \n",
       " 7   https://www.liepin.com/company/13315477/             NaN  \n",
       " 8    https://www.liepin.com/company/8916227/             NaN  \n",
       " 9    https://www.liepin.com/company/1103040/             NaN  \n",
       " 10   https://www.liepin.com/company/8112968/             NaN  \n",
       " 11                                                     融资未公开  \n",
       " 12    https://www.liepin.com/company/873330/             NaN  \n",
       " 13   https://www.liepin.com/company/9491766/              C轮  \n",
       " 14                                                     融资未公开  \n",
       " 15                                                     融资未公开  \n",
       " 16   https://www.liepin.com/company/8506529/             NaN  \n",
       " 17   https://www.liepin.com/company/8275623/            港股上市  \n",
       " 18  https://www.liepin.com/company/12773635/             NaN  \n",
       " 19                                                       NaN  \n",
       " 20   https://www.liepin.com/company/9283329/             NaN  \n",
       " 21                                                     融资未公开  \n",
       " 22   https://www.liepin.com/company/7863327/          沪深A股上市  \n",
       " 23   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 24   https://www.liepin.com/company/2664546/              其他  \n",
       " 25  https://www.liepin.com/company/13032765/             NaN  \n",
       " 26  https://www.liepin.com/company/13032765/             NaN  \n",
       " 27    https://www.liepin.com/company/873330/             NaN  \n",
       " 28   https://www.liepin.com/company/8598051/             NaN  \n",
       " 29   https://www.liepin.com/company/8361671/             已上市  \n",
       " 30                                                     融资未公开  \n",
       " 31   https://www.liepin.com/company/9660700/             NaN  \n",
       " 32   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 33   https://www.liepin.com/company/6629285/             NaN  \n",
       " 34                                                     融资未公开  \n",
       " 35    https://www.liepin.com/company/803274/             已上市  \n",
       " 36  https://www.liepin.com/company/12912133/           融资未公开  \n",
       " 37   https://www.liepin.com/company/6629285/             NaN  \n",
       " 38   https://www.liepin.com/company/8307104/           科创板上市  \n",
       " 39                                                       NaN  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65b5013f",
   "metadata": {},
   "outputs": [
    {
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       "      <th>job.title</th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>57816811</td>\n",
       "      <td>20230415094344</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957816811.shtml</td>\n",
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       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>9730786.0</td>\n",
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       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IT产品经理</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57326451\",\"userId\":\"7f4e7e8ef7261892...</td>\n",
       "      <td>[财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>57326451</td>\n",
       "      <td>20230412110555</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957326451.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>人事行政中心负责人</td>\n",
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       "      <td>7f4e7e8ef7261892f9139596f2e1a7af</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>2250604.0</td>\n",
       "      <td>5bfe97f674719df0ac99562403a.png</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/2250604/</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>高级跨境产品经理（Yep品牌）</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57632745\",\"userId\":\"fcbe20e241c3fb89...</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>57632745</td>\n",
       "      <td>20230415110401</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957632745.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理/HRBP经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>fcbe20e241c3fb89f50e0e7d6db6b154</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>7891491.0</td>\n",
       "      <td>62fc68011daaa21b59c94d3305u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7891491/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
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       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>50965433</td>\n",
       "      <td>20230414103329</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
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       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
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       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...</td>\n",
       "      <td>55703639</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1955703639.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
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       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>48905275</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1948905275.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46626189</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1946626189.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>ffb961ad0561780d685123d92072146b</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>25415919</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1925415919.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏PM</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>31935443</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1931935443.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"userId\":\"8fc7562cc0d10...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>45263747</td>\n",
       "      <td>20230414171831</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/45263747.shtml</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "IT产品经理                       %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "高级跨境产品经理（Yep品牌）              %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "自动驾驶产品经理（PM）                 %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "...                                                                        ...   \n",
       "项目发行PM（二次元） (MJ000855)       %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "Product Manager              %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "活动PM                         %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "游戏PM                         %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "产品经理                         %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       "IT产品经理                       {\"jobId\":\"57326451\",\"userId\":\"7f4e7e8ef7261892...   \n",
       "高级跨境产品经理（Yep品牌）              {\"jobId\":\"57632745\",\"userId\":\"fcbe20e241c3fb89...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "自动驾驶产品经理（PM）                 {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...   \n",
       "...                                                                        ...   \n",
       "项目发行PM（二次元） (MJ000855)       {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       "Product Manager              {\"recruiterName\":\"赖先生\",\"userId\":\"ffb961ad05617...   \n",
       "活动PM                         {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "游戏PM                         {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       "产品经理                         {\"recruiterName\":\"蔡先生\",\"userId\":\"8fc7562cc0d10...   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                                                           [供应链产品, 数据分析]   \n",
       "IT产品经理                          [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       "高级跨境产品经理（Yep品牌）                                             [广告产品, 广告行业, 团队管理]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...   \n",
       "...                                                                        ...   \n",
       "项目发行PM（二次元） (MJ000855)                                     [产品优化, 二次元在研, 项目管理]   \n",
       "Product Manager                                                             []   \n",
       "活动PM                                                                    [增长产品]   \n",
       "游戏PM                                                                    [数据分析]   \n",
       "产品经理                         [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "\n",
       "                            job.jobId job.refreshTime  job.salary  job.dq  \\\n",
       "job.title                                                                   \n",
       "产品经理助理                       57816811  20230415094344    5-7k·13薪  广州-番禺区   \n",
       "IT产品经理                       57326451  20230412110555      20-26k  广州-越秀区   \n",
       "高级跨境产品经理（Yep品牌）              57632745  20230415110401      25-35k      广州   \n",
       "产品经理（化妆品原料）/Product Manager  50965433  20230414103329        薪资面议  广州-天河区   \n",
       "自动驾驶产品经理（PM）                 55703639  20230228112317      25-35k  广州-海珠区   \n",
       "...                               ...             ...         ...     ...   \n",
       "项目发行PM（二次元） (MJ000855)       48905275  20220928174530  20-28k·13薪  广州-天河区   \n",
       "Product Manager              46626189  20220215115047   8-16k·13薪  广州-天河区   \n",
       "活动PM                         25415919  20210615114605        薪资面议      广州   \n",
       "游戏PM                         31935443  20200921191755  15-30k·13薪  广州-海珠区   \n",
       "产品经理                         45263747  20230414171831      20-30k      广州   \n",
       "\n",
       "                             job.topJob job.jobKind  \\\n",
       "job.title                                             \n",
       "产品经理助理                             True           2   \n",
       "IT产品经理                             True           2   \n",
       "高级跨境产品经理（Yep品牌）                    True           2   \n",
       "产品经理（化妆品原料）/Product Manager       False           2   \n",
       "自动驾驶产品经理（PM）                      False           2   \n",
       "...                                 ...         ...   \n",
       "项目发行PM（二次元） (MJ000855)            False           2   \n",
       "Product Manager                   False           2   \n",
       "活动PM                              False           2   \n",
       "游戏PM                              False           2   \n",
       "产品经理                              False           1   \n",
       "\n",
       "                                                                job.link  ...  \\\n",
       "job.title                                                                 ...   \n",
       "产品经理助理                       https://www.liepin.com/job/1957816811.shtml  ...   \n",
       "IT产品经理                       https://www.liepin.com/job/1957326451.shtml  ...   \n",
       "高级跨境产品经理（Yep品牌）              https://www.liepin.com/job/1957632745.shtml  ...   \n",
       "产品经理（化妆品原料）/Product Manager  https://www.liepin.com/job/1950965433.shtml  ...   \n",
       "自动驾驶产品经理（PM）                 https://www.liepin.com/job/1955703639.shtml  ...   \n",
       "...                                                                  ...  ...   \n",
       "项目发行PM（二次元） (MJ000855)       https://www.liepin.com/job/1948905275.shtml  ...   \n",
       "Product Manager              https://www.liepin.com/job/1946626189.shtml  ...   \n",
       "活动PM                         https://www.liepin.com/job/1925415919.shtml  ...   \n",
       "游戏PM                         https://www.liepin.com/job/1931935443.shtml  ...   \n",
       "产品经理                             https://www.liepin.com/a/45263747.shtml  ...   \n",
       "\n",
       "                            recruiter.recruiterTitle  \\\n",
       "job.title                                              \n",
       "产品经理助理                                                 \n",
       "IT产品经理                                     人事行政中心负责人   \n",
       "高级跨境产品经理（Yep品牌）                          招聘经理/HRBP经理   \n",
       "产品经理（化妆品原料）/Product Manager            HR Specialist   \n",
       "自动驾驶产品经理（PM）                                    HRBP   \n",
       "...                                              ...   \n",
       "项目发行PM（二次元） (MJ000855)                                 \n",
       "Product Manager                               人力资源总监   \n",
       "活动PM                                      Consultant   \n",
       "游戏PM                                          人力资源管理   \n",
       "产品经理                                            猎头顾问   \n",
       "\n",
       "                                    recruiter.recruiterPhoto  \\\n",
       "job.title                                                      \n",
       "产品经理助理                       5f8f986aea60860b75384fab08u.jpg   \n",
       "IT产品经理                       5f8f9865ea60860b75384fa508u.jpg   \n",
       "高级跨境产品经理（Yep品牌）              5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "产品经理（化妆品原料）/Product Manager  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "自动驾驶产品经理（PM）                 5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "...                                                      ...   \n",
       "项目发行PM（二次元） (MJ000855)       5f8f986779c7cc70efbf36c008u.jpg   \n",
       "Product Manager              5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "活动PM                         5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "游戏PM                         62903e4ce4c190153f6f304c06u.jpg   \n",
       "产品经理                         5f8fa3a78dbe6273dcf85e2608u.png   \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "产品经理助理                       c8d145acb0a3162c59941f318d428c38   \n",
       "IT产品经理                       7f4e7e8ef7261892f9139596f2e1a7af   \n",
       "高级跨境产品经理（Yep品牌）              fcbe20e241c3fb89f50e0e7d6db6b154   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "自动驾驶产品经理（PM）                 7da08eb2dc102f58400ecda04a611db0   \n",
       "...                                                       ...   \n",
       "项目发行PM（二次元） (MJ000855)       69bf0604ae10eb243f03c06e2c7db374   \n",
       "Product Manager              ffb961ad0561780d685123d92072146b   \n",
       "活动PM                         e8c70da123d6c7e1efcb8675c412f368   \n",
       "游戏PM                         2b6b0643bf65c612313162312f0bffed   \n",
       "产品经理                         8fc7562cc0d10f9479c452c56622eaa4   \n",
       "\n",
       "                               comp.compName comp.compId  \\\n",
       "job.title                                                  \n",
       "产品经理助理                                  京邦集团   9730786.0   \n",
       "IT产品经理                          时代中国控股集团有限公司   2250604.0   \n",
       "高级跨境产品经理（Yep品牌）                 广州麦优网络科技有限公司   7891491.0   \n",
       "产品经理（化妆品原料）/Product Manager             仙婷集团   8112968.0   \n",
       "自动驾驶产品经理（PM）                      文远知行WeRide   9491766.0   \n",
       "...                                      ...         ...   \n",
       "项目发行PM（二次元） (MJ000855)                  广州百田    803274.0   \n",
       "Product Manager              贝兰格投资咨询(广州)有限公司  12912133.0   \n",
       "活动PM                               恩梯梯数据(中国)   6629285.0   \n",
       "游戏PM                            英雄互娱科技股份有限公司   8307104.0   \n",
       "产品经理                               某广州IT服务公司         NaN   \n",
       "\n",
       "                                               comp.compLogo  \\\n",
       "job.title                                                      \n",
       "产品经理助理                       6260c4f2d16c9b55d258a16501u.png   \n",
       "IT产品经理                       5bfe97f674719df0ac99562403a.png   \n",
       "高级跨境产品经理（Yep品牌）              62fc68011daaa21b59c94d3305u.png   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png   \n",
       "自动驾驶产品经理（PM）                 60a497de907306298575785f03u.png   \n",
       "...                                                      ...   \n",
       "项目发行PM（二次元） (MJ000855)       5ff42565bebf7311a41e860005u.png   \n",
       "Product Manager              612f1b02303e5d0d667cd9bb06u.png   \n",
       "活动PM                         5bfea15d74719d2aa34c24f803a.png   \n",
       "游戏PM                         616e7903bbe0bb0ec5705fe401u.png   \n",
       "产品经理                         60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "                             comp.compIndustry comp.compScale  \\\n",
       "job.title                                                       \n",
       "产品经理助理                             电子/半导体/集成电路       100-499人   \n",
       "IT产品经理                                 房地产开发经营    5000-10000人   \n",
       "高级跨境产品经理（Yep品牌）                           电子商务       100-499人   \n",
       "产品经理（化妆品原料）/Product Manager             贸易/进出口         50-99人   \n",
       "自动驾驶产品经理（PM）                              人工智能       100-499人   \n",
       "...                                        ...            ...   \n",
       "项目发行PM（二次元） (MJ000855)                      游戏       500-999人   \n",
       "Product Manager                           咨询服务         50-99人   \n",
       "活动PM                                      IT服务     2000-5000人   \n",
       "游戏PM                                        游戏     1000-2000人   \n",
       "产品经理                                      IT服务       100-499人   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "产品经理助理                        https://www.liepin.com/company/9730786/   \n",
       "IT产品经理                        https://www.liepin.com/company/2250604/   \n",
       "高级跨境产品经理（Yep品牌）               https://www.liepin.com/company/7891491/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "...                                                               ...   \n",
       "项目发行PM（二次元） (MJ000855)         https://www.liepin.com/company/803274/   \n",
       "Product Manager              https://www.liepin.com/company/12912133/   \n",
       "活动PM                          https://www.liepin.com/company/6629285/   \n",
       "游戏PM                          https://www.liepin.com/company/8307104/   \n",
       "产品经理                                                                    \n",
       "\n",
       "                            comp.compStage  \n",
       "job.title                                   \n",
       "产品经理助理                                 NaN  \n",
       "IT产品经理                                 NaN  \n",
       "高级跨境产品经理（Yep品牌）                      融资未公开  \n",
       "产品经理（化妆品原料）/Product Manager            NaN  \n",
       "自动驾驶产品经理（PM）                            C轮  \n",
       "...                                    ...  \n",
       "项目发行PM（二次元） (MJ000855)                 已上市  \n",
       "Product Manager                      融资未公开  \n",
       "活动PM                                   NaN  \n",
       "游戏PM                                 科创板上市  \n",
       "产品经理                                   NaN  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d22c34ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'job.labels', 'job.jobId', 'job.refreshTime',\n",
       "       'job.salary', 'job.dq', 'job.topJob', 'job.jobKind', 'job.link',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.advViewFlag',\n",
       "       'job.dataPromId', 'job.requireEduLevel', 'job.requireWorkYears',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.recruiterPhoto', 'recruiter.recruiterId', 'comp.compName',\n",
       "       'comp.compId', 'comp.compLogo', 'comp.compIndustry', 'comp.compScale',\n",
       "       'comp.link', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4dd38d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, 产品经理助理 to 产品经理\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataInfo                  400 non-null    object \n",
      " 1   dataParams                400 non-null    object \n",
      " 2   job.labels                400 non-null    object \n",
      " 3   job.jobId                 400 non-null    object \n",
      " 4   job.refreshTime           400 non-null    object \n",
      " 5   job.salary                400 non-null    object \n",
      " 6   job.dq                    400 non-null    object \n",
      " 7   job.topJob                400 non-null    bool   \n",
      " 8   job.jobKind               400 non-null    object \n",
      " 9   job.link                  400 non-null    object \n",
      " 10  job.pcOuterLink           310 non-null    object \n",
      " 11  job.h5OuterLink           310 non-null    object \n",
      " 12  job.advViewFlag           400 non-null    bool   \n",
      " 13  job.dataPromId            400 non-null    object \n",
      " 14  job.requireEduLevel       400 non-null    object \n",
      " 15  job.requireWorkYears      400 non-null    object \n",
      " 16  recruiter.chatted         400 non-null    bool   \n",
      " 17  recruiter.imId            400 non-null    object \n",
      " 18  recruiter.imUserType      400 non-null    object \n",
      " 19  recruiter.recruiterName   400 non-null    object \n",
      " 20  recruiter.recruiterTitle  400 non-null    object \n",
      " 21  recruiter.recruiterPhoto  400 non-null    object \n",
      " 22  recruiter.recruiterId     400 non-null    object \n",
      " 23  comp.compName             400 non-null    object \n",
      " 24  comp.compId               310 non-null    float64\n",
      " 25  comp.compLogo             400 non-null    object \n",
      " 26  comp.compIndustry         400 non-null    object \n",
      " 27  comp.compScale            400 non-null    object \n",
      " 28  comp.link                 400 non-null    object \n",
      " 29  comp.compStage            200 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c5d9700a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>[财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>高级跨境产品经理（Yep品牌）</td>\n",
       "      <td>[广告产品, 广告行业, 团队管理]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>广州麦优网络科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>游戏PM</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         产品经理助理   \n",
       "1                         IT产品经理   \n",
       "2                高级跨境产品经理（Yep品牌）   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4                   自动驾驶产品经理（PM）   \n",
       "..                           ...   \n",
       "395       项目发行PM（二次元） (MJ000855)   \n",
       "396              Product Manager   \n",
       "397                         活动PM   \n",
       "398                         游戏PM   \n",
       "399                         产品经理   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0                                        [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "1       [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]      20-26k  广州-越秀区   \n",
       "2                                   [广告产品, 广告行业, 团队管理]      25-35k      广州   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计...      25-35k  广州-海珠区   \n",
       "..                                                 ...         ...     ...   \n",
       "395                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "396                                                 []   8-16k·13薪  广州-天河区   \n",
       "397                                             [增长产品]        薪资面议      广州   \n",
       "398                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "399  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k      广州   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    大专                 1-3年       电子/半导体/集成电路   \n",
       "1                    本科                5-10年           房地产开发经营   \n",
       "2                    本科                5-10年              电子商务   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                  统招本科                 3-5年              人工智能   \n",
       "..                  ...                  ...               ...   \n",
       "395                  本科                5-10年                游戏   \n",
       "396                  本科                 3-5年              咨询服务   \n",
       "397                统招本科                 3-5年              IT服务   \n",
       "398                  本科                 3-5年                游戏   \n",
       "399                统招本科                5-10年              IT服务   \n",
       "\n",
       "       comp.compName comp.compScale  \n",
       "0               京邦集团       100-499人  \n",
       "1       时代中国控股集团有限公司    5000-10000人  \n",
       "2       广州麦优网络科技有限公司       100-499人  \n",
       "3               仙婷集团         50-99人  \n",
       "4         文远知行WeRide       100-499人  \n",
       "..               ...            ...  \n",
       "395             广州百田       500-999人  \n",
       "396  贝兰格投资咨询(广州)有限公司         50-99人  \n",
       "397        恩梯梯数据(中国)     2000-5000人  \n",
       "398     英雄互娱科技股份有限公司     1000-2000人  \n",
       "399        某广州IT服务公司       100-499人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad8b07da",
   "metadata": {},
   "source": [
    "## 简单数据分析\n",
    "### 职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fb7cd328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            30\n",
       "eWMS Product Manager                            20\n",
       "Product Manager                                 20\n",
       "产品经理助理                                          10\n",
       "PM                                              10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "数码产品经理                                          10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "产品策划经理                                          10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "数字营销PM                                          10\n",
       " Product Manager                                10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       "活动PM                                            10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "助理产品经理                                          10\n",
       "IT产品经理                                          10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "高级跨境产品经理（Yep品牌）                                 10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "产品经理/Product Manager                            10\n",
       "产品经理Product Manager                             10\n",
       "产品经理-电信信息化部                                     10\n",
       "医药产品经理                                          10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "eWMS产品经理                                        10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "产品销售经理-广州                                       10\n",
       "Automation Product Manager                      10\n",
       "游戏PM                                            10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c75b6e40",
   "metadata": {},
   "source": [
    "## 岗位类别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f0ade356",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                      100\n",
       "[供应链产品, 数据分析]                                                            10\n",
       "[软件开发]                                                                   10\n",
       "[数据分析]                                                                   10\n",
       "[增长产品]                                                                   10\n",
       "[产品优化, 二次元在研, 项目管理]                                                      10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                            10\n",
       "[品牌策划]                                                                   10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, 服务业, IT/互联网/软件, CRM系统]     10\n",
       "[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]                                           10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                    10\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据分析, 数据挖掘]            10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[泌尿外科]                                                                   10\n",
       "[财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]                           10\n",
       "[to C]                                                                   10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                 10\n",
       "[to C, 电子商务, 消费品]                                                        10\n",
       "[web端产品]                                                                 10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                         10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                             10\n",
       "[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, 产品设计, 团队管理, 用户研究]          10\n",
       "[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求分析, 数据分析]                  10\n",
       "[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 产品设计, 用户研究, 数据分析]              10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[广告产品, 广告行业, 团队管理]                                                       10\n",
       "[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用户研究]                       10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efb0f38d",
   "metadata": {},
   "source": [
    "## 工资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "99f7a3cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          70\n",
       "25-35k        30\n",
       "20-30k        20\n",
       "15-25k        20\n",
       "5-7k·13薪      10\n",
       "18-30k·13薪    10\n",
       "8-16k·13薪     10\n",
       "20-28k·13薪    10\n",
       "25-30k        10\n",
       "15-20k·20薪    10\n",
       "30-40k·13薪    10\n",
       "11-22k        10\n",
       "17-30k·13薪    10\n",
       "14-28k·16薪    10\n",
       "12-30k        10\n",
       "6-10k         10\n",
       "25-35k·14薪    10\n",
       "18-40k·14薪    10\n",
       "20-26k        10\n",
       "15-25k·13薪    10\n",
       "25-30k·14薪    10\n",
       "20-40k·13薪    10\n",
       "20-40k·15薪    10\n",
       "20-40k·16薪    10\n",
       "25-50k·15薪    10\n",
       "20-40k·14薪    10\n",
       "15-24k·13薪    10\n",
       "8-12k·13薪     10\n",
       "20-25k        10\n",
       "15-30k·13薪    10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e05f5b05",
   "metadata": {},
   "source": [
    "## 学历分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "25887dcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       180\n",
       "统招本科     120\n",
       "硕士        50\n",
       "学历不限      20\n",
       "本科及以上     20\n",
       "大专        10\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "394a6ca3",
   "metadata": {},
   "source": [
    "## 工作年限分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4428c458",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5-10年    170\n",
       "3-5年     160\n",
       "1-3年      30\n",
       "经验不限      30\n",
       "10年以上     10\n",
       "Name: job.requireWorkYears, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireWorkYears'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "100bcfff",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "182f469f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    140\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-番禺区     30\n",
       "广州-海珠区     30\n",
       "广州-白云区     20\n",
       "广州-黄埔区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5c3e281d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pyecharts\n",
      "  Downloading pyecharts-2.0.3-py3-none-any.whl (147 kB)\n",
      "     ---------------------------------------- 0.0/147.1 kB ? eta -:--:--\n",
      "     -- ------------------------------------- 10.2/147.1 kB ? eta -:--:--\n",
      "     -- ------------------------------------- 10.2/147.1 kB ? eta -:--:--\n",
      "     ------- ----------------------------- 30.7/147.1 kB 262.6 kB/s eta 0:00:01\n",
      "     ------- ----------------------------- 30.7/147.1 kB 262.6 kB/s eta 0:00:01\n",
      "     ------- ----------------------------- 30.7/147.1 kB 262.6 kB/s eta 0:00:01\n",
      "     ------- ----------------------------- 30.7/147.1 kB 262.6 kB/s eta 0:00:01\n",
      "     ---------- -------------------------- 41.0/147.1 kB 103.4 kB/s eta 0:00:02\n",
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      "     ------------------ ------------------ 71.7/147.1 kB 157.1 kB/s eta 0:00:01\n",
      "     ----------------------- ------------- 92.2/147.1 kB 194.1 kB/s eta 0:00:01\n",
      "     ----------------------- ------------- 92.2/147.1 kB 194.1 kB/s eta 0:00:01\n",
      "     ----------------------- ------------- 92.2/147.1 kB 194.1 kB/s eta 0:00:01\n",
      "     ----------------------- ------------- 92.2/147.1 kB 194.1 kB/s eta 0:00:01\n",
      "     --------------------------- -------- 112.6/147.1 kB 172.4 kB/s eta 0:00:01\n",
      "     ------------------------------------ 147.1/147.1 kB 203.7 kB/s eta 0:00:00\n",
      "Requirement already satisfied: jinja2 in d:\\lib\\site-packages (from pyecharts) (3.1.2)\n",
      "Collecting prettytable\n",
      "  Downloading prettytable-3.7.0-py3-none-any.whl (27 kB)\n",
      "Collecting simplejson\n",
      "  Downloading simplejson-3.19.1-cp311-cp311-win_amd64.whl (75 kB)\n",
      "     ---------------------------------------- 0.0/75.3 kB ? eta -:--:--\n",
      "     ----- ---------------------------------- 10.2/75.3 kB ? eta -:--:--\n",
      "     -------------------- ----------------- 41.0/75.3 kB 495.5 kB/s eta 0:00:01\n",
      "     ------------------------------ ------- 61.4/75.3 kB 550.5 kB/s eta 0:00:01\n",
      "     -------------------------------------- 75.3/75.3 kB 520.8 kB/s eta 0:00:00\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in d:\\lib\\site-packages (from jinja2->pyecharts) (2.1.2)\n",
      "Requirement already satisfied: wcwidth in d:\\lib\\site-packages (from prettytable->pyecharts) (0.2.6)\n",
      "Installing collected packages: simplejson, prettytable, pyecharts\n",
      "Successfully installed prettytable-3.7.0 pyecharts-2.0.3 simplejson-3.19.1\n"
     ]
    }
   ],
   "source": [
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "58e6783f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"198f0f595e4944db9acb8c1382e163ac\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_198f0f595e4944db9acb8c1382e163ac = echarts.init(\n",
       "                    document.getElementById('198f0f595e4944db9acb8c1382e163ac'), 'white', {renderer: 'canvas'});\n",
       "                var option_198f0f595e4944db9acb8c1382e163ac = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 140\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde\",\n",
       "                    \"value\": 120\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 20\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
       "                \"borderColor\": \"#aaa\",\n",
       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
       "                        \"lineHeight\": 22,\n",
       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
       "                            4,\n",
       "                            0,\n",
       "                            0\n",
       "                        ]\n",
       "                    },\n",
       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"borderWidth\": 0.5,\n",
       "                        \"height\": 0\n",
       "                    },\n",
       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
       "                    },\n",
       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
       "                        \"backgroundColor\": \"#334455\",\n",
       "                        \"padding\": [\n",
       "                            2,\n",
       "                            4\n",
       "                        ],\n",
       "                        \"borderRadius\": 2\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5e7f\\u5dde-\\u5929\\u6cb3\\u533a\",\n",
       "                \"\\u5e7f\\u5dde\",\n",
       "                \"\\u5e7f\\u5dde-\\u8d8a\\u79c0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u756a\\u79ba\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u6d77\\u73e0\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u767d\\u4e91\\u533a\",\n",
       "                \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"GZ\\u5206\\u5e03\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_198f0f595e4944db9acb8c1382e163ac.setOption(option_198f0f595e4944db9acb8c1382e163ac);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1bfa2cf1f50>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_分析['job.dq'].value_counts().index.tolist(), df_产品经理_分析['job.dq'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"GZ分布\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fed5d60",
   "metadata": {},
   "outputs": [],
   "source": [
    "  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
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 },
 "nbformat": 4,
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